{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "from matplotlib import pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['net_rewards_by_generation', 'moving_average_rewards_by_generation', 'generation_mean_reward', 'generation_times'])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time, core = 60, 8\n",
    "with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "    history = pickle.load(f)\n",
    "history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b6a25ce48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,16))\n",
    "cores = [1,2,4,8]\n",
    "times = [10,30,60]\n",
    "for i, time in enumerate(times):\n",
    "    for j, core in enumerate(cores):\n",
    "        plt.subplot(3, 4, i*4 + j+1)\n",
    "        with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "            history = pickle.load(f)\n",
    "        plt.plot(history['generation_mean_reward'])\n",
    "        plt.xlabel('Generation')\n",
    "        plt.ylabel('Reward')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b6a75f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "cores = [1,2,4,8]\n",
    "times = [10,30,60]\n",
    "for i, time in enumerate(times):\n",
    "    for j, core in enumerate(cores):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "            history = pickle.load(f)\n",
    "        plt.title(\"{} Seconds of Training\".format(time))\n",
    "        plt.plot(history['generation_mean_reward'], label=\"CPU Cores: {}\".format(core), linewidth=1.5)\n",
    "        plt.xlabel('Generation')\n",
    "        plt.xlim(xmax=180)\n",
    "        plt.ylabel('Generation Reward')\n",
    "        plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b6a288d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "cores = [1,2,4,8]\n",
    "times = [10,30,60]\n",
    "for i, time in enumerate(times):\n",
    "    for j, core in enumerate(cores):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "            history = pickle.load(f)\n",
    "        plt.title(\"{} Seconds of Training\".format(time))\n",
    "        plt.plot(history['net_rewards_by_generation'], label=\"CPU Cores: {}\".format(core), linewidth=1.5)\n",
    "        plt.xlabel('Generation')\n",
    "        plt.xlim(xmax=180)\n",
    "        plt.ylabel('Net Reward')\n",
    "        plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wDaGvqqpiyZIlREdHk5ube26thKVLl3LTTTdddL2fnx/h4eGkpqYCpsU/MzIyAFOv5KBBg0hJSSEoKIj8/PyLrncwq4GzO81NAj5pcnyiebe664Fy89S7dcCtSqlO5sXCbwXWmc9VKKWuN+9ON7FJXR2K3L9CCCFaI+2EEKKjkYSTEMJhKKVYuXIlGzZsICIigpiYGObMmUO3bt1avMbd3Z1ly5YxefJkEhISuPvuu1m0aBH+/v4XlZ0+fTrDhw9n4MCBxMbGkpSUhJOTEx4eHrz99tuMHz+euLg4nJyczlvQs6nly5ezePFi4uPjiYmJ4ZNPTLmR2bNnExcXR2xsLIMHDyY+Pp6ioiLGjh3bbD1PP/00PXr0oLq6mh49evCHP/yh7S9YO1FKvQ98C0QrpQqUUg8BrwK3KKV+AG42/w2wFsgBDgMLgRkAWutS4I/Ad+afFPMxzGUWma/JBj5vj+dlaXL/CiGuVEqpt5RSJ5RSe5sc66yUWq+U+sH8307m40op9S+l1GGlVKZSqn+TayaZy/+glJrU5HiiUup78zX/Um2ZT2ZHpJ0QQnQ0qi1bXXYUAwYM0Dt27LB1GEJccbKysujTp4+twxBNNPeeKKV2aq0H2Cgku9BcOyH3r/2R90SI9meLNkIpNRSowrRLaaz52F+AUq31q0qpZ4FOWutnlFJjgceAscAg4J9a60FKqc7ADmAApnUBdwKJWuvTSqntwONAOqaOjX9prVvtnJB2omOQ90SI9teWdkJGOAmbaaytpeGCOeVCCCGEMNFaU1/Y7JJkQjgUrfVmoPSCw3cC75p/fxf4RZPjS7TJNiDAvBbgKGC91rpUa30aWA+MNp/z01pvM29SsaRJXUIIIZqhtUbX1dFYXY2xooLGmpqfVI8sGi5s5sy331IwbTphH7yPZzPzyIUQQogrUaPBQPnq1Zxe/h71RUVEfr0JJy8vW4clRHvral6nD6AY6Gr+PQRougBQgflYa8cLmjl+EaXUVGAqQM+ePX9m+EIIW6lpqMFJOeHu7G7rUCxOa01jZSWNlZUYm/zXWFFBY2UVjWeqaKwxoA0GGmsNaEOt6b81F/xtqEXX1qKNRnRDA9TXoxsazv1g3k3yrC6PPUrQzJltjlcSTsJmDJmZ4OSEe2SkrUMRQgghbM5YVcXpZcsoXbIUY2kp7r17c9Xsp8DZ2dahCWFTWmutlLL6OiBt2c1UCNH+6ox1HD9znKIzRRw7c4xjVcc4Xn2cEkMJpYZSSmtKKTWUUt1Qzdwb53J7xO22DrlNjFVV1OfnU5efT0PxcRpKSmg4dZKGU6cwniqh4dQpGkpKoKGh9YqcnFAeHjh5eKA83HFy9zjvb1d/f5SHB8rNFeXiinJxMf24uoCLy4/HXE3HcXHB6ycOEJGEk7CZmoxM3CMjcTJvpSqEEEJciRrr6ji9bDklCxZgLCvD+6ahBD70EF4DB9JB1zYWwhKOK6W6a62PmafFnTAfLwRCm5TrYT5WCAy74Pgm8/EezZQXQtip8tpyssuyyS7PJqcsh5zyHLLLsjlRfQLN+bngQI9AAj0D6ezRmR5BPc79Ht052kbRt05rTcPx4xgOHKD2wEFqDx2iLj+f+vx8jGVl5xd2ccGlc2dcunTBuUsg7tHRpt87dcLZzxcnX1+cfX1x8vXD2dcHJz8/nLy9Ua6udvP9QRJOwiZ0YyM133+P36hRtg5FCCGEsJmqr7+m+E9zqc/Lw/vGGwl64gk842JtHZYQ9mA1MAnTLqaTgE+aHH9UKfUBpkXDy81JqXXA3LO72QG3AnO01qVKqQql1PWYFg2fCPy7PZ+IEFckYwOUHYXAiFaLNTQ2kFWSxe4Tu9l7ai+ZpzIprPoxJ+zp4km4fzgDuw2kp19Punt3J9g7mO7e3enq3RU3ZzdrP5OfxVhRQfWuXdTs3ElNRia1Bw9iLC8/d941JAS3sDA8Ro/CLTQU1x6huIX2wKV7d5z9/VFOHXvZbUk4CZuoyz1KY0UFnvF9bR2KEEII0e4aSko4/qc/UbH2c9wiIghduBCfpBttHZZdKa8t5/Vdr/NEvycI8AiwdTjCipRS72MandRFKVUAvIgp0fSRUuoh4CgwwVx8LaYd6g4D1cBkAHNi6Y/Ad+ZyKVrrswuRzwDeATyBz80/QghLK8uDQ+vgcBoc/R8oBU8fAafzp4YXVBbwdcHXbDu2jR3FO6iqrwKgu3d3YrvEMj5qPFGdougV0Ivu3t1xUh0n6aIbGqjZs4eqr7+mass31B48CFqDiwseffrge+utuPeOxqN3b9yjonD29bV1yFYlCSdhEzWZGQB4xsfbOBLhaIqLi5k1axbfffcdAQEBdO3alddffx03Nzf69OlDdHQ0dXV1DB06lDfffJPNmzfz2muv8emnn56rIzk5mXHjxnH33XdfVP9rr73GokWL8PDwwNXVlccee4yJEye251Okurqa8ePHk52djbOzM7fffjuvvvpqu8YgrEPu3ytD1ebNFM15jsaKCoKeeJzAhx5Cudl3D21723NiD7M3z+ZUzSmGhgxleM/htg5JWJHW+r4WTo1spqwGml25Vmv9FvBWM8d3AA4xdFDaCWF3So/A3hWwfzUUZ5qOdQqD2F9C+FDQjYAzueW5rMtdR1peGlmlWQCE+oYyOnw0g7oPIvGqRIK8gmz2NH4ObTRSnZ5O+Serqdy0icbyctO6R/370+WxR/FKHIBn3zicPD1tHWq7k4STsAlDZiZO3t649epl61CEA9Fac9dddzFp0iQ++OADADIyMjh+/DihoaFERESwZ88eGhoaGDFiBKtWraJz586XXf/8+fNZv34927dvx8/Pj4qKClauXHnZ1xuNRpwttPjvU089xfDhw6mrq2PkyJF8/vnnjBkzxiJ1C9uQ+9fx719tNHLy9X9SsnAh7lFRBL/1Fh7RUbYOy6406kbe2vsW/9n9H7p7d2fZmGXEdImxdVhC2AVpJxy/negw6g2wfxXsfBfytpqO9bgObvkjRI81TaNTCkODgfW5X7Di0Ap2ndgFQHxQPE8NeIoRoSMI9Qtt5UHsX11+Pqff/4CKTz+l4cQJnHx98R05Ep9hw/AeMtjhRy9dDkk4CZuoycjEIy4OJTvvCAv66quvcHV1Zdq0aeeOxZtH0eXm5p475uLiwuDBgzl8+DDXXXfdZdc/d+5cNm3ahJ+fHwB+fn5MmjQJgLS0NJ566ikaGhoYOHAg8+bNw93dnbCwMO655x7Wr1/P008/zcCBA5k5cyYnT57Ey8uLhQsX0rt3b1JTU3nppZdwdnbG39+fzZs3txiHl5cXw4ebevvd3Nzo378/BQUFLZYXHYPcvzbW2AhWXCfBWFFB4az/48zWrQRMmEDX3z2Hk7vjbdf8c1TVVTF782y+KfyGUWGjePGGF/F1ky/rQpwl7YSwuTMlsP2/8N0iqC6Bzr1g5AsQNx4Cep4rdtpwmiX7l/DRwY+oqKugp29Pnkx8krHhY+nq3dWGT+Dn01pTs3s3pW+/Q+WGDeDsjM/QofjfcQc+w4dJ234BSTiJdtdYW4vh4EECH3zQ1qEIa/r8WSj+3rJ1douDMS0Pqd67dy+JiYmXrKa6upq0tDRSUlIu+6ErKiqorKykVzOj8gwGA8nJyaSlpREVFcXEiROZN28es2bNAiAwMJBdu0y9OiNHjmT+/PlERkaSnp7OjBkz2LhxIykpKaxbt46QkBDKzDtUFBUVMWXKFNauXdtiXGVlZaxZs4Ynnnjisp+LuAxy/15Z9291Kbw3AW54FGJ+YfHq648dI3/qVGqP5NLtjyl0Gj/e4o/R0R0/c5wZaTPILsvmd4N+xz3R99jNDjtCNEvaiSurnbjSVZfCN/+A7xZDfTVEjYbrp0HY0PM6a07VnGLJviV8cPADDA0Gbr76Zu6NvpcB3QZ0qHWYWlK9axcn/voaNbt34+TvT+DUqXT6za9xveoqW4dmtyThJNpd7cGD0NCAR6wMkRftKzs7m4SEBJRS3HnnnYwZM4avv/662bJt+YfOwYMHCQ8PJyrKNDVm0qRJvPHGG+e+iN1zzz0AVFVVsXXrVsY3+cdmbW0tAEOGDCE5OZkJEybwy1/+EoDg4OBWv4Q1NDRw33338fjjjzf7BVE4Frl/raSiCJbeZVqDwgo73dTl5nI0eTKNVVX0XLgA7xtusPhjdHT5lfk8/OXDlNWW8cbINxgSMsTWIQnRIUk7ISyuoQ7S58Hmv0FdJcTeDUOfgqDo84rVG+t5d/+7LMhcQK2xljHhY5gaN5VeAY7xvtUeOcLJv/+dyvUbcAkKouvvnyfgrrtw8vKydWh2TxJOot0Z9psWifO4VhJODq2VHjpriYmJYcWKFS2eP7u2QVOBgYGcPn36vGOlpaV06dLlvGN+fn74+PiQk5PT5i893t7eADQ2NhIQEHBRDGBaNyE9PZ3PPvuMxMREdu7cSWBgYKv1Tp06lcjIyHNf+IQFyf17jkPfvxXH4O2xcOYk3L/CtLipBdVmZ3M0ORmMjVy9bCkevXtbtH5HcLTiKA+ue5BaYy2LRy0mJlC+G4gOQtqJcxy6nbiSHdkCnz0Jpw5B5Ci4+Q/Q9dqLim0/tp2X01/mSPkRRoSO4P8S/48w/7D2jtYqGuvqOPXGm5QsXoyTmxtdHn+MwORkSTS1Qccf1yY6HMP+/Tj5++MaEmzrUISDGTFiBLW1tSxYsODcsczMTLZs2dLiNZGRkRQVFZGVZUqEHj16lIyMDBISEi4qO2fOHGbOnElFRQVg6slbsmQJ0dHR5ObmcvjwYQCWLl3KTTfddNH1fn5+hIeHk5qaCpjmgGdkmHZszM7OZtCgQaSkpBAUFER+fn6rz/X555+nvLyc119/vdVyouOQ+7edVZ2EJXeYkk0PrLJ4sqmuoJC8yQ+ChquXvCvJpmYUnynm4S8fpt5Yz1uj3pJkkxCXIO2EaBd1Z2DtbHh3HBjr4Nep8JuPLko2VddX88L/XuChLx+izljHGyPf4J8j/ukwySbDgQPkjp9AyX//i//ttxPx5TqCZsyQZFMbScJJtDvD/v149OkjazMIi1NKsXLlSjZs2EBERAQxMTHMmTOHbt26tXiNu7s7y5YtY/LkySQkJHD33XezaNEi/P39Lyo7ffp0hg8fzsCBA4mNjSUpKQknJyc8PDx4++23GT9+PHFxcTg5OZ23oGdTy5cvZ/HixcTHxxMTE8Mnn3wCwOzZs4mLiyM2NpbBgwcTHx9PUVERY8eOvaiOgoIC/vSnP7F//3769+9PQkICixYt+omvmrAXcv+2o7oz8N54KMuHX38EoQMtWn1DSQl5Dz1Io8FAz8WLcb/mGovW7wjKDGU8/OXDVNZV8t9b/ktUJ9mtT4hLkXZCWN3x/bBgOGxfCIOmw/RvIerWi4pll2Xz689+zarDq5gSN4VVd65iaA/LdtzYim5s5NR/F3Bk/AQaSkvoMe9Ngl+Zi8sFowLF5VFaa1vHYHEDBgzQO3bssHUYohm6vp6DiQPo9Jvf0PWZp20djrCwrKws+vTpY+swRBPNvSdKqZ1a6wE2CskuNNdOyP1rf6zynjQa4cP74dAXcO/7ED3astXX1pKXPBlDVhY9334Lr379LFq/I6g31jN1/VQyT2ay4NYFJHa99CLIov1IG2Ei7UTHIO+JBX2/Aj55FNx94VcLodewZoutOryKuelz8XTx5M9D/8z13a9v1zCtyVhRQdHTz1C1aRO+Y0bT7YUXcOnUydZh2Z22tBOyhpNoV7U5Oei6OjyuvXj+rxBCCGF1aSlwcC2Mfc3iySatNcUvvEDN7t2EvP66JJuaobXmj9v+yI7jO3g16VVJNgkhhK1pDV/Nhc1/gZ43wPh3wbfrRcWMjUZe2/Eay7KWcV2363g16VWCvIJsELB11BUUkj91KnV5eXR94fd0uu8+mZFjAZJwEu3qxwXDpSdCCCFEO9u/Gv73OiROhusetnj1p997j/JPVtPl0UfxGz3K4vU7go9/+JiVh1fycNzD3NbrNluHI4QQVzZjA3w6C3YvhX73w23/AJeLd2ytM9bxzOZn2JC3gfv73M9TA57C2cnZBgFbh2H/fvKmPoKuq6PnW4vxvu46W4fkMCThJNqVYf9+lKeA6+ndAAAgAElEQVQnbmFhtg5FCCHElaQ0B1bNgJBEGPNni1dfs3cfJ179M943DaXLjOkWr98RHCg9wNz0uVzf/XpmJsy0dThCCHFlM9bDigchazXc9AwMmwPNjOgxNBiYtWkW/yv8H7MHzGZizEQbBGs9NZmZ5D00BSdfH65+9x3cIyJsHZJDseqi4Uqp/1NK7VNK7VVKva+U8lBKhSul0pVSh5VSHyql3Mxl3c1/HzafD2tSzxzz8YNKKeky7MAMWfvxiI5GOTtORlwIIYSdMzbAx1PByck0VcDF3aLVN545Q+GTT+IcGEjwq6+inGRPlgsZGgw8vflp/N39eTXpVYfqGRdCiA7H2AAfP2xKNo2aC8OfazbZVGes4/GNj7O1cCsvDX7J8ZJN339P3oMP4RwQQNjSpZJssgKrfSNSSoUAjwMDtNaxgDNwL/Bn4B9a62uA08BD5kseAk6bj//DXA6l1LXm62KA0cCbSin5ltIBaa2pPXgI9z6yNbQQQoh2tOVvUPAdjPsHBIRavPoTf/s79fn5hPz1L7K4aAv+ueufHCk/wss3vkygZ6CtwxFCiCuX1rDmcdi3Em79E9zQ/IhTY6ORZ7c8y7fHviVlSAq/jPxlOwdqXbXZ2eQ/PBXngACuXvIuriEhtg7JIVm7C84F8FRKuQBewDFgBLDCfP5d4Bfm3+80/435/EhlWqXrTuADrXWt1voIcBiQSZUdUENxMY2VlXhEydbHQggh2knxXtNCqHETIPZXFq/+zLffcvq99+g88QG8Bg60eP2O4Lvi71iWtYx7ou9hcPBgW4cjhBBXtq/mwp7lpil0gx9ttojWmle2v8L6o+t5euDT/OKaXzRbrqOqP36CvCkPg4sLPd9ajGv37rYOyWFZLeGktS4EXgPyMCWayoGdQJnWusFcrAA4m0oMAfLN1zaYywc2Pd7MNaIDqT10CAD3yEgbRyIcWXFxMffeey8REREkJiYyduxYDh06RG5uLp6eniQkJHDttdcybdo0Ghsb2bRpE+PGjTuvjuTkZFasWNFs/a+99hq9e/cmISGBgQMHsmTJkvZ4Wi264447iI2NtWkMwnLk/rWwRiOseQI8AqyyblOjwcCxF17ELSyMoFmzLF6/I6gz1pHybQo9fHrwZOKTtg5HiA5P2gnxs+x539QJ0+8B07pNLXj/wPt8ePBDJsdO5oFrH2jHAK2v0WCg4NFHMZaX03PhAtx69rR1SA7NaouGK6U6YRqdFA6UAamYpsRZ6/GmAlMBespNY5cMknASVqa15q677mLSpEl88MEHAGRkZHD8+HFCQ0OJiIhgz549NDQ0MGLECFatWkXnzp0vu/758+ezfv16tm/fjp+fHxUVFaxcufKyrzcajThbcP2yjz/+GB8fH4vVJ2xL7l8r+G4xFO6AXy4Er8t/rS5XyYKF1Ofn0/Odd3Dy9LR4/Y7g7b1vk1uRy7yb5+Hl6mXrcITo0KSdaB9aa1Qz6xl1eEW7TZ0wYUmmKeYtPMdtx7bxl+/+wrDQYczq71idKVprjv3+BQzff0+P//wbjz6yc7q1WXNK3c3AEa31Sa11PfAxMAQIME+xA+gBFJp/LwRCAczn/YGSpsebueYcrfUCrfUArfWAoKAgazwf8TPV/vADLt264ezvb+tQhIP66quvcHV1Zdq0aeeOxcfHk5SUdF45FxcXBg8ezOHDh9tU/9y5c5k3bx5+fn4A+Pn5MWnSJADS0tLo168fcXFxPPjgg9TW1gIQFhbGM888Q//+/UlNTSU7O5vRo0eTmJhIUlISBw4cACA1NZXY2Fji4+MZOnToJWOpqqri73//O88//3ybnoOwX3L/WtiZEtj4MvQaDnHjLV593dGjlCxahN+4cXhfP8ji9TuCgsoCFn6/kFuvvpUbQ260dThCdHjSTlif1prH3t/Noi057fq4VlddCh8+AN5BMP4dcHZtttjJ6pM8s/kZwvzCeDXpVZyUY22CUfbhR1SsWUPQE4/je/PNtg7nimC1EU6YptJdr5TyAmqAkcAO4CvgbuADYBLwibn8avPf35rPb9Raa6XUauA9pdTfgWAgEthuxbiFldQe+kFGN11B/rz9zxwoPWDROnt37s0z17U8/Hfv3r0kJiZesp7q6mrS0tJISUm57MeuqKigsrKSXr16XXTOYDCQnJxMWloaUVFRTJw4kXnz5jHLPMUmMDCQXbt2ATBy5Ejmz59PZGQk6enpzJgxg40bN5KSksK6desICQmhrKwMgKKiIqZMmcLatWsveszf//73/Pa3v8XLS0YMWIPcvw5w/256BeqqYPSrLfbi/hzH//JXlKsrVz092+J1O4rXd72Ok3Li6YFP2zoUISxO2gkHaCea8cF3+XyaeYy+PRyog/zsIuGVxfDQOvDu0mwxY6OROVvmUF1fzeJbF+Pt6t3OgVqX4eBBjs+di/eNNxL4yCO2DueKYc01nNIxLf69C/je/FgLgGeAJ5VShzGt0bTYfMliINB8/EngWXM9+4CPgP3AF8BMrbXRWnEL69ANDdRlZ+MeJQknYTvZ2dkkJCQwZMgQbrvtNsaMGdPikOm2DKU+ePAg4eHhRJkXxJ80aRKbN28+d/6ee+4BTL11W7duZfz48SQkJPDII49w7NgxAIYMGUJycjILFy7EaDR9xAUHBzf7JWzPnj1kZ2dz1113XXaMouOT+7cNTmTBjrdgwINwleV3Rq3esYOqtDQCp07F9aqrLF6/I8g4mcG63HVMiplEV++utg5HiCuCtBM/T/bJKlLW7OfGa7ow5caLE28d1u6lkLUGRv4eQlpOWC7dv5T04nSeG/Qc13S6ph0DtL7G2loKf/tbnP39Cf7zqygnxxq5Zc+sOcIJrfWLwIsXHM6hmV3mtNYGoNkx71rrPwF/sniAot3UHT2Krq+XEU5XkNZ66KwlJiamxUUwgXNrGzQVGBjI6dOnzztWWlpKly7n9/74+fnh4+NDTk5Os71/rfH2NvUQNTY2EhAQcFEMYFo3IT09nc8++4zExER27txJYGDzW4d/++237Nixg7CwMBoaGjhx4gTDhg1j06ZNbYpLtEzu3x91yPs3LQXcfEw78FiY1prjf/0rLl270nmiYy2kailaa/62428EegQyOWayrcMRwiqknfhRh2wnLmBs1Dz5UQburk78bUI8Tk4OsoZTWR58/iyED4UbHmuxWHZZNv/e/W9G9hzpcDvSAZz6zxvUHc4mdOECXFq474R1SGpPtIvaH34AwMPcMyKENYwYMYLa2loWLFhw7lhmZiZbtmxp8ZrIyEiKiorIysoC4OjRo2RkZJCQkHBR2Tlz5jBz5kwqKioAU0/ekiVLiI6OJjc399xaCUuXLuWmm2666Ho/Pz/Cw8NJTU0FTP8oy8jIAEy9koMGDSIlJYWgoCDy8/Mvuv6s6dOnU1RURG5uLt988w1RUVGSbHIAcv9aSOFOOLgWBj8G3pb/Ulm5YQOGjEyCHn9MFgpvwTeF37D7xG5mJMyQhcKFsCBpJ6znna25ZOSX8dIdMXT187DqY7UbrWGNedHvO9+EFkb1GBuNPP/N83i5evH89c873ILpNd9/T8nixfjf/St8LljvTFifJJxEu6g9dAicnHBrY4+JEG2hlGLlypVs2LCBiIgIYmJimDNnDt26dWvxGnd3d5YtW8bkyZNJSEjg7rvvZtGiRfg3s7j99OnTGT58OAMHDiQ2NpakpCScnJzw8PDg7bffZvz48cTFxeHk5HTegp5NLV++nMWLFxMfH09MTAyffGJaxm727NnExcURGxvL4MGDiY+Pp6ioiLFjx1rmxRF2T+5fC/lqLnh2huubfw4/h9aaU2+8idvVV+N/550Wr98RaK2ZlzGPYO9g7rpGpv0KYUnSTlhHfmk1r607yPDoIO6ID7Z1OJbzfSpkp8HNL0JAaIvFPjr0EXtL9jLnujl08Wx+faeOShuNHHvhRVyCguj6TPuPShSgtNa2jsHiBgwYoHfs2GHrMEQTBY8/Qe3Bg0Ss+8LWodid57Y8R6+AXkyJm2LrUH62rKws+sj2onalufdEKbVTaz3ARiHZhebaCbl/7U+b35P87bD4Frj5JbjR8ls5V27cSMGMmXR/5RUC7nK8KQeW8E3hN0zfMJ0XbniB8VGW3x1QWJ+0ESbSTnQMlnhPpi7ZwTeHT7H+yZsICXCQkauGcvh3InQKgwfXgZNzs8VO1ZzijpV3ENMlhgW3LHC40U2ly5dz/I8vE/L6P/AbPdrW4TiMtrQTVl3DSYiz6o7k4BYRYesw7I7WmrS8NHzcfGwdihBCdHzfvA6eneC6hy1etdaaU2/OwzU0FP9xt1m8fkegtWZ+xny6e3fnFxGSkBNC2L9vfjjFl/uPM3tUtOMkmwA2/xXOnILfpLaYbAL4x85/UGOs4blBzzlcsqmhpISTr/8T78E34DtqlK3DuWLJlDphdbqhgbrco7hHyHS6C52sOUl1QzXh/uG2DkUIITq2k4fg4Gdw3VRws/xWztXbtmHYu5fAh6egXF0tXr8jyDiZQcbJDCbHTsbVWV4jIYR9azA2kvLpPkI7e/LQjQ70XfzUYdg2H/r9BoL7tVgsqySL1dmrmXjtRIf8t8ipN96gsaaGrs873rpUHYkknITV1RcWouvrcQuXhNOFjpQfAXDID3khhGhXW/8FLh6mhJMVlL7zLs6BgbJ2Uyve3fcufm5+3Bkhr5EQwv6l7izg0PEqfje2Dx6uLY8C6nDS/gAu7jDihVaL/X3n3wlwD3CIZT0uVJeby+mPUuk0YTzusoawTUnCSVhdbU4OAO69JKlyoXMJJz95bYQQ4ierOgGZH0K/+8Hb8gue1uYcoerrr+l03304ubtbvH5HkF+RT1peGhOiJ8jOdEIIu2eoN/KvtB9ICA1gVEzLi653OEW7IWsN3PAo+HZtsdjWwq1sO7aNqX2n4uvm244Bto8Tr/8T5eZGl+nTbR3KFU8STsLq6swJJ7dwSapc6Ej5EbxcvLjK6ypbhyKEEB3XrnfBWAeDLL8zHUDp0iUoNzc63XevVep3BMsPLMfZyZn7et9n61CEEOKS3kvP41i5gdmjoh1rutXGl01rGd4ws8UiWmv+vfvfhPiEcE/0Pe0YXPuo2bePyi++IDA5GZegIFuHc8WThJOwutqcHJy7dMG5me1Xr3S5FbmE+Yc5VkMnhBDtydgAO96GXsOgS6Tlq6+qonzVJ/iNG4dLYKDF63cENQ01rD68mluvvlU6UIQQdq+mzsibmw5zQ69Ahlxj+VGxNpO3DQ5vgCGzwMOvxWJbi7ayt2QvU+Km4Obs1o4Bto+S+fNx8vWl8+RkW4cikISTaAd1OUdwl9FNzTpSfkTWb7Kw4uJi7r33XiIiIkhMTGTs2LEcOnSI3NxcPD09SUhI4Nprr2XatGk0NjayadMmxo0bd14dycnJrFixotn6X3vtNXr37k1CQgIDBw5kyZIl7fG0LvL+++8TFxdH3759GT16NKdOnbJJHMKy5P79CQ59ARWFMNDyO9MBVHz6KbqmRkY3teKLI19QWV/JhOgJtg5FCIcn7cTP99GOfE5V1THrZst3UtjUlr+DV2CrO7VqrZmXMY9u3t0ccr09w6FDVK7fQOcH7sfZ1/GmCnZEknASVqW1pjYnBzdZrO0i1fXVHDtzTNZvsiCtNXfddRfDhg0jOzubnTt38sorr3D8+HEAIiIi2LNnD5mZmezfv59Vq1a1qf758+ezfv16tm/fzp49e0hLS0NrfdnXG43GNj1eSxoaGnjiiSf46quvyMzMpG/fvvznP/+xSN3CduT+/Ym+WwR+IRA12iLxNaW15vSHH+Hepw8esbEWr99RrDi0gl7+veh/VX9bhyKEQ5N24uerNzayYHMOiVd34rrwzhap0y4c3wc/rINB01vdqXV78XYyTmbwUOxDDrmbaMn8/+Lk5UWnBx6wdSjCTBJOwqqMp0/TWF6Oe4QknC50tOIoIDvUWdJXX32Fq6sr06b9uI5LfHw8SUlJ55VzcXFh8ODBHD58uE31z507l3nz5uHnZxqm7Ofnx6RJkwBIS0ujX79+xMXF8eCDD1JbWwtAWFgYzzzzDP379yc1NZXs7GxGjx5NYmIiSUlJHDhwAIDU1FRiY2OJj49n6NChrcahtUZrzZkzZ9BaU1FRQXBwcJuei7A/cv/+BGV5kLMJ+j0Azi4/rY5WGPbuozYri04TxsvU5xYcKD1A5qlMJkRPkNdICCuTduLn+zSziMKyGqbfFOFYn1n/+ye4esPAh1ot9u6+d+ns0Zm7Iu9qp8DaT11BIRVffEHAvffi0qmTrcMRZpb/diZEEz8uGC4Jpwud26HOQRNOxXPnUpt1wKJ1uvfpTbfnnmvx/N69e0lMTLxkPdXV1aSlpZGSknLZj11RUUFlZSW9mhmtZzAYSE5OJi0tjaioKCZOnMi8efOYNWsWAIGBgezatQuAkSNHMn/+fCIjI0lPT2fGjBls3LiRlJQU1q1bR0hICGVlZQAUFRUxZcoU1q5de97jubq6Mm/ePOLi4vD29iYyMpI33njjsp+LuDS5fzvI/ZvxIaAhwToLVZelpqI8PfG7YDqK+NGqw6twc3JjXC95jcSVRdqJDtJONKG15r9f5xDV1YcRvR1ovbmyfPh+BVw/HbxaHrWVU57DlsItzIifgbuz4+24enr5clCKzg/cb+tQRBMywklYVa3sUNei3IpcFIqefj1tHcoVIzs7m4SEBIYMGcJtt93GmDFjWuzdakuv18GDBwkPDycqKgqASZMmsXnz5nPn77nHtANIVVUVW7duZfz48SQkJPDII49w7NgxAIYMGUJycjILFy48NyQ9ODj4oi9hAPX19cybN4/du3dTVFRE3759eeWVVy47XtExyf17Aa0h4z24+kboFNb26y+hsbaWis8/x/eWm2UdiBbUN9bz+ZHPGRY6DH932RhECFuTdqJ124+UcqC4koduDMfJyYFGN+14C9Aw6JFWiy3fvxw3JzeHXG/PWHWGshUr8Bt1K67du9s6HNGEjHASVlWfl4dyc8M1WP7Hv1BueS7BPsEO2cMAtNpDZy0xMTEtLoIJP65t0FRgYCCnT58+71hpaSldupy/a4mfnx8+Pj7k5OQ02/vXGm9v01z6xsZGAgICLooBTOsmpKen89lnn5GYmMjOnTsJbGFHrLPXR0READBhwgReffXVNsUkWif374/s9v7NT4fSHEh6qu3XXoaqr7+msbIS/zscb1FVS9lauJVSQym3R9xu61CEaHfSTvzIbtuJCyzZdhR/T1fuiA/52XXZjXoD7HoXosdCQMud2OW15azOXs1tvW4j0NPxdlwtX7WKxspKOpungAr7ISOchFXVHc3DNTQU5SS32oXyKvO42u9qW4fhUEaMGEFtbS0LFiw4dywzM5MtW7a0eE1kZCRFRUVkZWUBcPToUTIyMkhISLio7Jw5c5g5cyYVFRWAqSdvyZIlREdHk5ube26thKVLl3LTTTdddL2fnx/h4eGkpqYCpqHdGRkZgKlXctCgQaSkpBAUFER+fn6LMYeEhLB//35OnjwJwPr16+nTp0+rr42wf3L/tlHG+6b1Kq61TkKoYs0anIO64H39IKvU7wjW5Kyhk3snhoQMsXUoQlwRpJ346YrLDazbW8yEAT3wdHP+WXXZlf2roLqk1Z3pAFZnr8ZgNPCbPr9pp8Daj9aa0++9h0ffvnjGx9s6HHEByQIIq6rLy8Otp0wZu5DWmryKPEJ9Q20dikNRSrFy5Uo2bNhAREQEMTExzJkzh27durV4jbu7O8uWLWPy5MkkJCRw9913s2jRIvz9L54eMn36dIYPH87AgQOJjY0lKSkJJycnPDw8ePvttxk/fjxxcXE4OTmdt6BnU8uXL2fx4sXEx8cTExPDJ598AsDs2bOJi4sjNjaWwYMHEx8fT1FREWPHjr2ojuDgYF588UWGDh1K37592bNnD8/ZoKdVWJbcv21grIf9qyF6DLj7tO3ay6m+vJyqTV/jP/Y2lIsMBm9OZV0lm/I3MTp8NK5OjrfTkRD2SNqJn+697XkYteb+6x2ss3f7AugSBeEXJwDP0lqz4tAK+nbpS3Tn6HYMrn3U7NpFXU4One5xvKmCjkC1ZavLjmLAgAF6x44dtg7jiqe15mD/RDpNmEDXOc/aOhy7UmYoI+nDJGYPmM3EmIm2DsdisrKyZKSNnWnuPVFK7dRaD7BRSHahuXZC7l/70+J7cjgNlv0S7n0Pet9m8cc9nZpK8e9fIGzFCjxjYyxevyNYk72G5755jmVjlxEfJD3KjkTaCBNpJzqGy3lPjI2apD9v5Jquvix58Lp2iqwdHN8H8wbDqFfghhktFtt1fBeTvphEyuAUh9ydruiZZ6ncsIHILZtx8vKydThXhLa0EzLCSVhNw8mT6JoaXK+WEU4Xyq80DSOWBcOFEOIn2LcS3P0gYqRVqq9c9yWuPXviEXOtVep3BF8e/ZKuXl2J6xJn61CEEKJVW7NPUVRuYHxiD1uHYlm7l4OTK/S9p9Vi/++H/4e3qzejwka1U2Dtx1hRQcW6dfiNGyfJJjslCSdhNfVHjwLg1tPBhq5aQF5lHoBMqRNCiLYy1kPWGtMCqa4elq++vJwz27bhd+stbdrF6Upypv4MWwu3csvVt+Ck5KukEMK+fbSjAD8PF265tqutQ7EcYz1kfgjRo8G75UXAq+qqWJe7jrHhY/FydbyETMVnn6ENBgLGj7d1KKIF8i1BWE1dnimp4iYjnC6SV5mHQtHD18F6WoQQwtpyvgZDGcRYZ1pA1aZN0NCA7623WqV+R7C5YDN1jXXcfPXNtg5FCCFaVV5dz7p9xfyiXwgerg60WPihdVB9ChLub7XYhrwN1BpruSPijnYKrH2Vf7Ia96gomf5uxyThJKym7mgeuLjg2r27rUOxO/kV+XT17oq7s7utQ7E4R1wXrqOS96Lt5DWzHy2+FwfWgJsvRAy3yuNWfLkel27d8IiNtUr9jmD90fV08exCQtDFu1wJ4eiknbAfl/NefPp9EXUNjYxPdLBZBRnvg/dVcE3rif/Pcj6jh08Ph1xrry4/n5o9e/C7fZytQxGtkISTsJq6vDzcQkJkh59m5Ffm09PX8UZ+eXh4UFJSIl/G7IDWmpKSEjw8LD/lyFHJ/Ws/Wrx/Gxvh4BdwzUhwsXzCvvHMGc588w2+t9yCcpKvSM0xNBj4pvAbRvYcibOTA40WEOIySDthPy73e86ajCJ6BXkTG+LXTpG1g5oy+OFLiP0VOLf876wT1SdIP5bObb1uc8gp4hWffgqA/22W3zxEWI5kAoTV1OUdlQXDW5BXmcfwUOv0zttSjx49KCgo4OTJk7YORWD6Ytyjh0zbvFxy/9qXZu/fY3ugqhiix1jlMav+9z90bS2+N8tUsZZsL95OTUONQ7ZhQlyKtBP25VLfc05UGEg/UspjIyIdK+FycC0Y60wJp1Z8fuRzNJrbejleQkZrTfmaT/EaMADX4GBbhyNaIQknYRVaa+qP5uHVP9HWodidqroqSg2lDrlDnaurK+Hh4bYOQ4ifRO7fDuDg56CcINI66ytVbd6Mk68vXv37WaV+R7C5YDOeLp4M6HZZuyEL4VCknehYPvv+GFrD7X0dbHmPvR+Df0/o0frn8Noja4kJjCHc3/Hu2dqsLOpycug8aZKtQxGXIOPFhVUYS0tpPHMGt56Ol1T5ufIr8wHZoU4IIdrs0OcQOgi8Olu8aq01Z77ejPeQIShXV4vX7wi01mwp2MKg7oMccg1CIYRj+TTzGL27+RLZ1dfWoVhOdSnkfAUxv4BWRm0VVRWxv2Q/t4Y55gYYFeu+BGdnfG+9xdahiEuQhJOwirM71LmGynSeC+VVml4bR1zDSQghrKa8AIq/t9p0utqsLBpOnsTnppusUr8jOFx2mKIzRdzUQ14jIYR9KyqrYefR09we72DTrbLWQGMDxP6y1WJpeWkA3NzTMaeIV65fj9fAgbh06mTrUMQlSMJJWEV9YREAbrJ+zEUKKgsA6OErr40QQly2w6Yvz9acTgfgk3SjVep3BJsLTK9RUkiSjSMRQojWfbmvGIDRsd1sHImFHfgUAq6G7q3vErrh6AaiOkU55BIetdnZ1OXk4HuLYybTHI0knIRV1BeYkiquISE2jsT+FFUVEeAegLert61DEUKIjiN7I/gGQ1Bvq1RftelrPOLicOnSxSr1O4IthVvo3bk3Xb272joUIYRo1YasE/QK8iYiyMfWoVhObRXkfA29b2t1Ot2pmlPsPrHbgUc3bQCQDT46CEk4CauoLyzEuXNnnLy8bB2K3Sk8U0iwj4MN7xVCCGtqNELOJogY0eqX7J/KWF5OTWYmPkkycqcl1fXVZJzIYHDwYFuHIoQQrSqvqWdbTgm3XOtgyfHsjWCsveTU8o15G9Fobr7aMRMylevX4xHfF9euDvb+OihJOAmrqC8swFWm0zWrqKqIEB8Z+SWEEJetaA8YyiBiuFWqP7N9OzQ24j1Ekikt2Xl8Jw26geu7X2/rUIQQolWbDp6goVFzq6MlnA6uBY8A6Nl6W/V1wdeE+oZyTcA17RRY+6kvLsawb5+MbupAJOEkrKKusBDXEBnFcyGttSSchBCirXI2mv7ba5hVqq/+dhvKywvPuDir1O8Ith3bhpuTG/2u6mfrUIQQolUbsk4Q6O1GQqgDLShtbIBD6yBqFDi7tFjM0GBg+7HtDO0xFGWFEcG2dna9Rd9hw2wbiLhsknASFqeNRuqLjsmC4c0oMZRQa6yVKXVCCNEW2V9B93jwts76Sme2bcNrQCLKzc0q9TuCbce20a9rPzxcPGwdihBCtKje2MimgycY2ecqnJ0cKOFSsB1qSi85nW7H8R0YjAaH3dyhavNmXIK743aN443eclSScBIW13DyJNTXy4LhzSisKgSQEU5CCHG56m6F8DgAACAASURBVM5Afjr0ss50uvrjx6nLycF7kEwVa0lJTQmHTh+S6XRCCLu3O6+MSkMDw6OvsnUolnV4Ayhn01qGrdhSsAUPZw8GdBvQToG1H11XR/XWb/FJcszRW45KEk7C4n7coU5GOF2osNKUcAr2lhFOQghxWfLTobEBwq3TW1u9bRsA3jdIMqUl24u3A0jCSQhh97b8cBJnJ8Xgaxxsx9HDaRB6HXj4t1hEa83mgs0M6j4Id2f3dgyufVTv2kVjdTU+Nw21dSiiDSThJCyuvtCUVHHtIaN4LlR0pghAptQJIcTlyv2fqVc3dJBVqj/z7TacAwL+P3t3HiRpnt/1/f3LzLrvqq7qu6d7pufa3Tl2dnZX0qINYNHBYVYYBAqD2cASi8OLTEA4QCKwNyyQHYBsWcJGIHR4kWULsRhLODB4WYEltMys5trp2e2e7Z4+quvIyvu+M3/+48mqHXVXZj51PJVP//LzipjIqqyns3+VvZu/5/k+34OJZ54J5PVd8Or2q8yNzfHs8rPDXoqISF+/+c0kL15cZGFqbNhLOT7lFGx/bWB2093CXTZKGw6X0/0WZmyMmY8Hcz4gwVDASY5dYzfD6ZyCKg/aLG2yPLnM9Nj0sJciIvJouPcVr3/TxFwgL1/56leZ/tjHMBGdEvXy+s7rfPj0h4lGosNeiohIT5lyg7c383zyydVhL+V43f53gIUnPtX3sK9sfQWAT5z/RPBrGoLyb/0m0x99mcjMzLCXIgegsys5ds3NLWJra0Qm3EvlPKqt0pbK6URE/GpWYfM1uBzMyXNze5vm1hbTL38kkNd3Qbqa5m7hLi+tvTTspYiI9PXbt1JYC598ysFyuqklOPdi38Ne2X6FC7MXuDDnXluTVjJJ/eYtZj7hZjDNZQo4ybFrbm6qYXgPm6VNldOJiPi18Rq0G/DY7wnk5SuvvwHA1EcUcOrlzcSbAHzktN4jEQm33/xmkoWpMZ6/sDjspRwfa+G934DHfy/0yTJtdVq8Fn+Nj591s9ys/KrXS3BaAz4eOQo4ybFrbmwwdsG9yPpRdWyHrdKWJtSJiPh17yuAgUvBnGBW33idyPQ0k08/Hcjru+D1ndeZiE7wwZUPDnspIiI9WWv5yntpPnF1hWjEoQlmyXehFB/Yv+l6+jqlZsnZ4Q7lV/4Dkfl5Jp9Vv8VHjQJOcqxsu00zHmfs7NlhLyV0UtUUzU5TGU4iIn7d+2048yGYCuZudeX1N5h68UVMLBbI67vgjcQbPHfqOcaiDjXgFRHnbGSrbOaqfNvjK8NeyvG69++9x8v9G4G/Gn8VgI+e+WjQKxqKyiuvMv2xj2Ki6iX4qFHASY5VK5WCdpuxcwo4PWirpAl1IiK+tVteSd3FYO7WtgsF6t/8JlMfUW+iXsrNMjcyN3jptN4jEQm3V26nAdwLON399zB/HpYu9z3sle1XeHLpSVamHPv98QZSNTc2mPm2bx/2UuQQFHCSY9Xa3gYgdubMkFcSPvFKHIDT06eHvBIRkUdA8jo0y3DxY4G8fPWtt8Bapj/yciCv74KvJb5Gx3b4yJr6N4lIuL1yO8PyzDhPrs0OeynHx1q4+9tw+feA6V0mWG/XeSvxFh8/42b/psorrwAw821u/n6uU8BJjlUz7gVVVFL3sJ3yDgBnZhSMExEZ6L7XIJQLwZQHVF5/A2Ixpp5/LpDXd8HXkl/DYHh+9flhL0VEpK9Xbqf5+JVlTJ/AzCMndRPKCS/g1Mc7qXeot+t87EwwN2iGrfzqV4meOsX4E08MeylyCAo4ybFqbnkZTmPKcHpIvBxnKjbF/Pj8sJciIhJ+G6/BzOrAMoLDqn7ta0w+9RSR6elAXt8Fb6fe5onFJ5gddyhjQESccz9TcbN/093f8h4f+0Tfw3aniX547cNBr2goqq+/zvTLL7sVTBwhCjjJsWrGt4lMTxOZV1DlQfFynDMzZ/RhKfI+xpi/bIz5ujHmHWPM/2GMmTTGXDHGvGqMuWWM+SfGmPHusRPd7291f375fa/zo93n3zXGfM+wfh85Rhtf9bKbAvjMtJ0OtWvXmHxBmTu9WGt5J/UOz51SBpiIhNurdzKAg/2b7v02zJ2D5cf7HvbGzhs8sfAEi5PBDNgYpmY8TnNri+mX3AymjQIFnORYtbbjxM6eVVBlH/FynDPTyvwS2WWMOQ/8l8DL1toPAVHgB4C/DfyktfYqkAV+sPtHfhDIdp//ye5xGGM+0P1zHwS+F/j7xhiNMXmUVTKQvhVYOV3jzh065TJTz7/g6/gb8QL5ajOQtYTVRnGDXD3Hh059aNhLERHp66t30ixNj7nXv+neV+Cx7+h746VjO7yVeIsPn3YzIFN94w0Apl5SL8FHlQJOcqya8bjK6XqIV+Lq3yTysBgwZYyJAdPANvD7gS92f/4F4Pu6X3+6+z3dn3/KeNHtTwO/Yq2tW2vvALcANxsZjIqN17zHgAJO1a+9DeC7f9MPfeE1/vo/vxbIWsLq7ZT3Hql/k4iE3RvrOV66tEQk4tAN7/x9KG7Dpf6TWm/lblFsFnlpzc1popXX38BMTzP5zNPDXoockgJOcqya8W1iZxVUeVCz3SRdTSvgJPI+1tpN4CeAdbxAUx54HchZa1vdwzaA892vzwP3u3+21T1+5f3P7/Nn9hhjPmuMec0Y81oymTz+X0iOz8bvgInA+WBOoKvX3iYyO8v4lSsDj82WG2xkqzx/fiGQtYTVtdQ1pmJTXF28OuyliIj0lKs0uJUo8dJjS8NeyvHaHZwxYFLrmztu92+qvPEGUy88j4nFhr0UOSQFnOTYdBoN2skUY2c0oe5BO5UdLFYBJ5H3McYs4WUnXQHOATN4JXGBsNb+rLX2ZWvty6urq0H9NXIctt6AtQ/A+EwgL197+xqTz30IExl8GnRtMw/AcxdGLOCUvMazy88Si+gkX0TC6837OQBeuuRgwGlsBtY+2PewNxJvsDa1xvnZh+6zPfLapRL1d99lWuV0jzQFnOTYtHZ2ABg7q4DTg+LlOIB6OIn8bn8AuGOtTVprm8D/CXwCWOyW2AFcADa7X28CFwG6P18A0u9/fp8/I48aa2HrLTj7YiAv36nXqb37LlPP+SsV2w04fWiEMpwa7QbXM9dVTiehoOES0s8b97JEI4YXLjr2Gb3xVS/LN9o/6P9m4k1eXHvRyf651be+Bp0OU2oY/khTwEmOTXN7G4AxldQ9JF7pBpyU4STyfuvAtxljpru9mD4FfAP4t8Cf6B7zGeDXul//evd7uj//DWut7T7/A90LjSvAk8BXT+h3kONW2IRKCs76a+h9UPXr16HV8t2/6e2NHFdOzTA/ORbIesLoZu4mzU5TDcNl6DRcQgZ5Yz3LM2fmmB53KBuzUYH4tYF9DJOVJNvlbV5YDWa/HLbqW2+BMUy9EMwNKDkZCjjJsWnFvaBKTCV1D9nLcFLASWSPtfZVvObfbwDX8PaknwX+GvBXjDG38Ho0/Xz3j/w8sNJ9/q8AP9J9na8Dv4oXrPpXwOeste0T/FXkOG295T2eC+YEs3rtHQAmn/MXcLq2kee5EcpuArievg7AB5Y/MOSViAAaLiE9tDuWt9ZzfMS1/k1bb0KnNbB/0zspbz97btXffvaoqV57m4mrTxCdDaa8Xk6GQ6FgGbbmljKceomX48yPzzM9Nj3spYiEirX288DnH3j6NvtcCFhra8D393idHwd+/NgXKCdv+2tew/DTwWTX1K5fJ7qyQmxtbeCxqVKdrXxt5AJONzI3mBub48LchWEvRUactXbTGLM7XKIK/L8cYLiEMeb9wyVeed9L7ztcQh4t78aLlBtt9/o3bXSTtC/0DzhdS10jaqI8u/zsCSzqZFlrqb19jdnf9/uGvRQ5ImU4ybFpxreJLiwQmZoa9lJCZ6e8o+wmERE/tt+C1WdgPJgAfe36dSafecZXv4tRbRh+PX2dp5efdrIniDxaTnq4hKaZPlrevJ8F4MOXFoe8kmO28RosPw4zK30Peyf1Dk8tPcVkbPKEFnZymptbtLNZpp5TafejTgEnOTat7TgxNQzfV7wSV8BJRGSQvYbhwfSjsI0G9Vu3mPyAv7vB1zbyGAMfPDcfyHrCqN1p883sN3lm+ZlhL0UETni4hKaZPlre2cyzMDXGpWXHKgi23oRzL/U9pGM7vJN+x9lee7VrbwMw6XPAh4SXAk5ybJrJBLHTg0sURlG8HOf09OlhL0NEJNyK21BOBDahrv7ee9BsMvmsz4DTZp4rKzPMjVDD8LuFu9TaNT6wov5NEgoaLiE9vd3tsedUNmYp4Q3PONd/Mtt6YZ1io8hzpxzt3/T2Ncz4OJNPPTnspcgRKeAkx6aVSDK2pqDKgxrtBrl6TgEnEZFBtr/mPQbUMLz2Da8Z9oTPgNONeIFnRyi7CeAb6W8AKMNJQkHDJaSXWrPNu/GieyXPPgdnXEtdA3A4w+kaE88+gxkfH/ZS5IjUNFyOhW02aafTvpqwjppk1esBsDat90ZEpK+4dwLN6Q8G8vK169cx09OMP/bYwGOLtSb3M1V+4KOXAllLWN3I3GAiOsGVhSvDXooIoOESsr9340VaHcvzrg112H4LMHCmfynZO6l3mIpN8fjC4yezrhNkWy2qX/86i3/8jw97KXIMlOEkx6KVSoG1CjjtI1FJALA6rV4AIiJ97Xwdlq7AxFwgL1+7fp3Jp5/GRAaf/rwbLwLwzJlg1hJW1zPXeWrpKWIR3ZMUkfB6uzvU4UOuBZy23oSVqzDZP7v26+mv8+zys0Qj0RNa2Mmpv3cbW62qYbgjFHCSY9FKeEEV9XB62F7AaUoBJxGRvna+Hlh2k+10qN+44bt/0/XtAgDPnh2dkjprLTcyN3h6+elhL0VEpK93NvIsTY9xYcmx6dhbbw3s37Q73MHVXnu1615p9+QHgzkfkJOlgJMci2Y34DSmDKeHJCsqqRMRGahRgcx7gQWcmhsbdMplJp7115voerzI/GSMswvujZvuZaeyQ7FR5Kmlp4a9FBGRvt7ezPMh1xqGF3eguDWwf9O94j2qraqzvfbq129gJicZv6LSbhco4CTHorXTzXBSwOkhiWqCWCTG4sTisJciIhJeyRtgO4EFnOrf/CYAk0/7y965vl3g2bPzbl3MDHArdwuAJxc1FUhEwqvWbPPNnSLPu9YwfHu3YXj/DKd3M+8C7g53qF2/zsRTT2Gi7pULjiIFnORYtBIJiMWILi8Peymhk6wkWZtaG6mLFhGRA0t4KfScDqZnQ/3mTQAmnnhi4LGdjuXdeHGkyukAbma99+jJJQWcRCS83o0XaXcsHzrnWsDpa3gNw5/re9j1zHXGImNuNgy3ltoByt8l/BRwkmPRSiSIra76asQ6apKVpMrpREQG2fk6xKZg6XIgL1+/eZOxCxeIzMwMPHY9U6HSaI9cw/BbuVusTa2xMOHYRZyIOOVG3NEeezvvwPLgwRk30je4uniVsejYCS3s5LS2tugUCkz6LH+X8FN0QI5FK7FDbE1NsfeTqCY0oU5EZJCdd2DtWQho4k795k0mnvSXuePsxcwAN7M3ubp0ddjLEBHp6/p2kenxKJeWp4e9lOMVf2dgWbm1lnez77pbTnfjBgCTz7j5+40iBZzkWDQTCcbWTg97GaGkDCcRkQGsDXZCXaNB/c7dAwScihgDT50enQyndqfNe7n31L9JRELv+naBp8/MEYk41K6iUYbMbTjdv5wuUUmQqWWcnSZa+8Z1iESY8NlvUcJPASc5Fq1EUg3D91FpVig1S6xOKcNJRKSnUgIq6eD6N929C62W74DTzUSJi0vTTI2PTsPS9eI6jU5DGU4iEmrW2r2hDk5J3ADswBsv72a9huHPLrvZ46h24wbjly8TmZoa9lLkmCjgJEfWqVbpFAoKOO0jWU0CKMNJRKSf5HXvcS2YFPq9huFP+Qs43dop8eTabCBrCau9CXVqGC4iIbadr1GotXjWtR57O9e8xwEBpxsZr+TM1Qyn+vXrKqdzjAJOcmStRAKA2GkFVR6UqHjvjXo4iYj0kfTu2HIqmBPo+s2bEI0yfuXKwGNb7Q53UmWunh6tgNPN7E0MxsmpRyLiDmd77O18HcbnYPGxvofdzN7k/Ox5ZsYGD8B41LQLBZpbW0wo4OQUBZzkyHYDTmPKcHrIbsBpbUrvjYhIT8l3YWIB5s4E8vL1W7e8FP3x8YHHrmcqNNodnlxz7O75ALdyt7g4d5GpmMoYRCS8rm8XAXjatQyn+Dtw+gMwYOL3rdwtZ3vt1W95mbZ+s5Hl0aCAkxxZczfDSQGnhyQrXkmdMpxERPpIfRNWnwITTAPYg0you5koAXB1xErqbudu88TiE8NehohIX9e3C1xcnmJucmzYSzk+e4Mz+vcxbLab3M3fdbbXXv1mN+B0VQEnlyjgJEfW2lHAqZdENcFUbIrZsdG6cBEROZDku4GV03XqdZrr95l4wl8w5dYIBpxanRb3ive4sjC45FBEZJhuxIs8c8axcrr8BtTzA/s33Svco2Vbzt4cqN+8SWR6mrFzZ4e9FDlGCjjJkbVSKczEBJE5x1Jbj0GykmR1ahUT0F17EZFHXjUL5YSX4RSAxt17YC3jj/sLptxKlDi3MMnsRCyQ9YTRZmmTVqelgJOIhFq91eZOqswzrpXTJb7hPQ4IOO0Nd3C4pG786lXMgLJCebToX1OOrJVKEjt1SkGVfSSrSU5NnRr2MkREwiv5Te8xoAynxp07AEz4aBgOcDNR5Oppxy5mBriT994jBZxEJMzupiq0O9a9DNSkN3mO1f774M3cTaImyuWFy8GvaQjqN28ycdXNcsFRpoCTHFk7lSZ6amXYywildDWtgJOISD+p7oS6oDKc7twGYPzy5YHHdjqWW4kST7p2MTPAbsDp8vzl4S5ERKSPmwmvYbhzQx2S34TZ0zC11PewW9lbXJq/xER04oQWdnJamQztdNp3v0V5dCjgJEfWSqWInVJT7P2kq2lWphSMExHpKfkuxCYHjoI+rPqdO8TOniUyPT3w2M1clVqzM5IBp5XJFRYmFoa9FBGRnm7ulIgYeHx1ZthLOV7JGwOzmwDey7/H1UU3M4C+1TDczd9vlCngJEfmBZyUxfOgertOsVlUhpOISD+pb8LKkxCJBvLyjdt3fJfT3Up6DcOfGMGAk8rpRCTsbiVKXFqeZnIsmP1iKKz1brysPtP3sFqrxnph3eH+TTcBmHjKzd9vlCngJEdiWy3a2awCTvtIV9MArEwqw0lEpKfku4GV01lrady+zbjPgNOdZBmAx085dve8D2stt/O3FXASkdC7lShx1bVyusIWNIpwqv8+eDt/G4t1e0Ld3JymnjtIASc5klYmA9YSUw+nh+wGnJThJCLSQ7MGufWBJ9qH1Uok6VQqvifU3U2XmZuMsTwzHsh6wihbz1JoFBRwEpFQa7U73E6VHG4Y3j/D6b3cewDuBpxu3WLi6lUNoXKQAk5yJO1UCoCoMpwekqp67416OImI9JC9C1hYDuYEerdh+MTjj/s6/k6qzOOnZkbqhFcT6kTkUXAvU6HZtu712Et1J7UOCDjdLdwlaqJcmrt0Aos6eY33bjP+hL+9Wh4tCjjJkbTSXhaPSuoelq4pw0lEpK+Md8eWlWBOMht3vGCK35K628kyV0aonA4UcBKRR8PNHa/H3pOnHQs4JW940+lm+l8v3Mnf4fzsecaiYye0sJPTzuVoZ7NMXFHAyUUKOMmRtJJeFo8CTg/bzXBanlwe8kpEREIq3Q04BZThVL99BzM9Tez06YHH1ppttvJVLo9YwOlu/i4T0QnOzpwd9lJERHq6lSgC8MSqawGnbsPwAZm1dwt3nb0xUD/gzSF5tCjgJEfS6pbUxVZUNvagdDXN/Pg849HR6QUiInIgmfdgegWmFgN5+cadO0xcvuyrRG49U8FaRi7Dab24zsW5i0SMTglFJLxuJkqcX5xiZiI27KUcH2u9DKfVp/se1u60WS+sc3n+8sms64Q17twFYPzK5WEuQwKisws5knY6RWRmhsj09LCXEjrpWlr9m0RE+km/F1h2E0BjfZ3xy4/5Ovb23oQ6x+6eD3C/eJ+LcxeHvQwRkb5uJ8s8vurYDYFKGqrZgYMztsvb1Nt1Li9cPpl1nbDGnTsQizF+4cKwlyIBCDTgZIxZNMZ80Rhzwxhz3Rjz7caYZWPMl4wxN7uPS91jjTHmp40xt4wxbxtjXnrf63yme/xNY8xnglyzHEwrmSKqCXX7SlfT6t8kItJP5jasBBNwss0mzc1Nxi76a7B6J+UFnC6fGp0bKB3bYaO44WwTWhFxg7WWO6mye+V0u2XlK1f7Hna3cBdwt9de4+4dxi9exIy5159Kgs9w+ingX1lrnwFeAK4DPwJ82Vr7JPDl7vcAfxB4svvfZ4GfATDGLAOfBz4OfAz4/G6QSoavlUoRO7U67GWEUqqaYmVSwTgRkX01KlDYDCzDqbm9De0245f8BVPupsqcmp1gbnJ0TniTlSS1do1L8wo4iUh4pUoNSvUWl1ccuyGQvuU9Dgo45e8COFtSV79zR/2bHBZYwMkYswB8Evh5AGttw1qbAz4NfKF72BeA7+t+/WngH1vPK8CiMeYs8D3Al6y1GWttFvgS8L1BrVsOppVOq2F4D+maMpxERHrK3PYeg5pQd28dgPHH/Gc4PT6C/ZsAldSJSKjtZqBecS7D6RZEYrDYf5+6k7/D3Pick4OIbLtN8966+jc5LMgMpytAEvhFY8ybxpifM8bMAKettdvdY+LA7uiY88D99/35je5zvZ6XEGilUmoYvo9qq0q5WVYPJxGRXjLBTqhr3PeCKX5L6m6nyiNVTgde/yZAGU4iEmp3UiUArqw4dlMg8x4sPgbR/pm1uxPq/AzAeNQ0NzexzSYTjwdz80mGL8iAUwx4CfgZa+2HgTLfKp8DwFprAXscf5kx5rPGmNeMMa8lk8njeEkZoNNo0Mnnia0qi+dB6WoaQCV1IiK97PWuCKik7t46ZnKS2Nrgsu9SvUWqVOfyqGU4FdaJRWKcmT4z7KWIiPR0J1VhLGo4vzQ17KUcr/R7A8vpwCupc7WcrnHnDoBK6hwWZMBpA9iw1r7a/f6LeAGonW6pHN3HRPfnm8D7c7ovdJ/r9fzvYq39WWvty9bal1dX1VPoJLTTXlAlqpK6h6SqKQBlOImI9JJ5D2bWYGIukJdv3L/vNSH1cUf4fqYCwGPLIxZwKq5zYfYC0Uh02EsREenpTqrEpeVpohGHMnw6HV+DM8rNMolqwtmG4XUFnJwXWMDJWhsH7htjnu4+9SngG8CvA7uT5j4D/Fr3618H/mx3Wt23Aflu6d2/Br7bGLPUbRb+3d3nZMhaKS+oEltRwOlB6ZoXjFMPJxGRHjJ3AstuAmis32PMZ/+m9W7A6dLy6JXUqZxORMLuTqrMlVOO9W8qbkOzMnAfXC945eGuThNt3L1LdGGB2JJmgrkqFvDr/zDwy8aYceA28Ofwgly/aoz5QeAe8Ce7x/5L4A8Bt4BK91istRljzN8Efqd73I9ZazMBr1t8aHUznGKnlMXzIJXUiYgMkL0HV74zkJe2nQ7N+xvMfucnfR1/fwQDTtZa1gvrvHz65WEvRUSkp07Hcjdd4fc+vTbspRyv3Ql1A/oYut5rr7m+zthjjw17GRKgQANO1tq3gP3OZD61z7EW+FyP1/kF4BeOd3VyVO1MFoDosnsTE45qN+C0PKX3RkTkIa06FDa9ZqlBvHwiga3XfU+oW89UmJ+MsTDdv3GrS9K1NJVWRRPqRCTUtvJVGq0Ol11sGA4Dezi5Pk20cW+dqRdfHPYyJEBB9nASx7Uz3QwnpUA+JFPLMDc+x1hkdC5eRER8y28AFpYuB/LyjXXvBH38kv+A06WV0cluAvfvmouIG+6kygBccW2oQ/o9iE3CfP/h6xvFDZYnl5kZc+z3B2yjQXN7m7FLbgbTxKOAkxxaK5PFTExgpkfrJN2PbD2rcjoRkV6yXpNQloLJcGp2A05jBwk4jVA5HXgXMQAXZi8MeSUiIr3ddTngtPw4RPpfjq8X153NbmpubUGnw/glldS5TAEnObR2JkN0ZdnXBKBRk61lWZpU5peIyL6y97zHgErqGuv3IRZj7MyZgcd2OpaNTJWLS6MVcNoseQN/z82eG/JKRER6u5OqMDkW4fT8xLCXcrwy3YDTAPeL991tGH7fy7QdV4aT0xRwkkNrZdLEltSjaD+ZWoalCQWcRET2lbsH0XGYOxvIyzc3Nxk7exYTG9yqcqdYo9HucHHEMpw2S5usTa0xHh0f9lJERHq6n/UyUJ26wd3peDdelq/0PazerrNT3nE2w6lxr5uNfNHN3088CjjJobUzWTUM7yFTyyjDSUSkl+xdWLw0sJTgsJqbm4yd798XY9d6evQm1AFslbaU3SQioXffxZLnUhza9YF9DDeLm1gsF+fdDMg0769jpqaIra4OeykSIAWc5NDamQwxBZwe0rEd8vU8y5N6b0RE9pW9F1g5HewGnPwFU9Yzoxlw2ixtcn7OX1BORGQYrLWsZyruZaBm73qPi5f7Hub8hLr1+4xfvOhW9po8RAEnObRWJqMMp30U6gXatq0MJxGRXnL3AptQ16nXaSWTvjOc7mcqRAycW5wKZD1h1Oq0iJfjnJtRhpOIhFe63KDSaLt3Q2C3j+GAfXBvmqizPZzWNaFuBCjgJIfSqVSwtRrRZQVVHpSpZwB6Zzhtvw2/9T9ANXeCqxIRCYlaHqrZ4CbUbW0BMO434JStcnZhivHY6JwS7VR2aNs2F+Y0oU5EwsvZDNTsXcDAYv9gy3phndmxWRYnFk9kWSfJdjo0728wftHNYJp8y+icXcmxamWyACqp20e25r03PTOc1l+BL/8YtJsnuCoRkZAIeEJdc9MLOPnu4ZSpcHF5dLKbwOvfBJpQks3LtgAAIABJREFUJyLhdt/lgNP8eYj1n7x3v3Sfi3Nulpy1Eglsva4JdSNAASc5lHYmDaCSun3sBpx6ZjhVvPeOKWWHicgIyvkrJTis5uYm4D/gtJGtcHHJsYuZATaKGwCcn1EPJxEJr92A0wXXPqOzd33tgRvFDYf7N+1OqFOGk+sUcJJDaWW8sjFlOD0sU/Pem6WJHgGlShomFyE6eFy3iIhzdpulBlVSt7kJY2PE1tYGHttodUgU6yPVvwlgq7xFxEQ4M3Nm2EsREelpPVNhdW6CqfHosJdyvHz0MezYDlulLWeHOzTve/2plOHkPgWc5FDa3ZI6ZTg9bC/g1KukrpKGmVMnuCIRkRDJ3YeJ+cCyPJubm4ydPYuJDr5AiedrWAvnl0Ys4FTaYm16jbHo2LCXIiLS03qm4l45XbMKxe2BN11S1RTNTtPZTNTm5iZEIoydPTvspUjAFHCSQ2lnleHUS7aWZXZslvHo+P4HVNIwvXKyixIRCYv8BiwEd0ezubnJ2Hl/vYk2c1UAzo9YhtNGcYPzs25exIiIO+5nqu4FnHJeKdmgDCfXe+01N7eInT6NGdOND9cp4CSH0kpnMBMTmGnHNoFjkK1le/dvAgWcRGS05e/DQnDT0byAk79gyqgGnLbKWwo4iUioNVodtvJVLroWcNorK7/c97DNkteP0NXP6oPcHJJHmwJOcijtTIbo8rKTUxOOKlPP9C6ng27ASZlhIjKi8huBBZw69TqtZJJxnwGnrW7A6czCZCDrCaNmu0miknD2IkZE3LCVq2KtixPq/A3O2M1wOjvrZslZY2uTsXMKOI0CBZzkUFrZDLElTVnbT7aW7R1wslYZTiIyuhplqGYCCzg1t7wTdN8ZTtkqq3MTTI451pC2j3glTsd2ODvj5kWMiLhhvTuh7qJrPfayd2FsGmZW+x62WdpkeXKZqZhjvz9gWy1aOwnfe7U82hRwkkNppzNEVxQ02U/fkrpGCdoNmFbTcBEZQXmvRCCoHk7NzW7Ayedd0618deQm1MXLcQBNqBORUNvIehmoF1zLcMrd8/bAAVUiWyV3S5+b8R1ot31nI8ujTQEnOZR2JkNsWRlOD7LWehlOE30m1IEynERkNOW9MciBZThtdwNOPqfebGarXFDASUQkdLZyVaIRw+m5iWEv5XjlN2Bx8E2XrfKWww3DvZtPKqkbDQo4yaG0slmiS+pD9KBCo0DLtnqX1JUVcBKREZbf8B4DCji1tuNgDLG1tYHHWmvZzFU5tzg6/ZsAdio7gAJOIhJum7kqZ+YniUUdu1zN3x+Y5duxHbZKDgecDlj+Lo82x/4fLCehU61iq1Wi6uH0kGwtC9C7pC6kGU7f2Crw/f/gK1zbyA97KSLisvwGmAjMBdM/qBmPE1td9TVmOV1uUG91Rm5CXbwcZ2Fiwcm+ICLijs1c1b3P50bFuxYYcNMlXU3T7DQ5N+NowGlz07s55DMbWR5tsV4/MMZcA2yvn1trnw9kRRJ67VwOgOjS4pBXEj7Zuhdw6pnhtBdwCld2WLxQ5XfuZml1OsNeioSQ9gM5NvkNmDsH0Z6nH0fSim8TO+svc2d3Qt0o9nA6M63sJjle2ifkuG1mq3z0smM3t3ezfBcv9T1ss+SVnDmb4bS5SWxtjcj4+LCXIieg3xnfH+k+fq77+Evdxz8d3HLkUbAXcFpUwOlBuxlOA3s4zYSraXi23ARgaVof/LIv7QdyPPL3AyunA2hux5l46ilfx252G9Ked20C0gDxclwT6iQI2ifk2LQ7lnih5t7ns88+hlslr+TM2abhW1vq3zRCegacrLX3AIwx32Wt/fD7fvQjxpg3gB8JenESTgo49ZaveyVpCxML+x9QSUMkBhPzJ7iqwbKVBqCAk+xP+4Ecm/wGnP9IIC9traW5s8PsJ7/T1/Gb3Qwn50o2Btgub/Pi2ovDXoY4RvuEHKedQo12x7qXgeo34FT2Ak6u3hxobm4y9aL2oVHhp4eTMcZ84n3ffIfPPyeOUsCpt1zde28WJ3q8N5WU179pwCjUk5arNIkYmJsMpsxFnKH9QA6v04HCZmAZTp1CAVupEDvj7wR9K1djZjzKwtTgfk+uqDQrFBoFNQyXIGmfkCPbcvWGwF4fw/7ZPZulTZYnl5kemz6hhZ0c227TjMfVMHyE+Lm6/M+AXzTG7KZs5LrPyYhqZb2ysZiahj8kV88RMzFmxmb2P6CSCV3DcPAynBanx4lEwhUIk9DRfiCHV05CuxFYwKkZjwMw5rOH03a+ytnFKUzIbgAEKV7x3iMFnCRA2ifkyJzNQM3d99XHcLu87ezndCuRgFZLJXUjpO//2o0xEeCqtfaF3Y3DWqsxViNuL8NpoUfZ2AjL1/MsTi72voCppEMZcMpVmixOj85dfjk47QdyZLvNUgeMgz6s5vY2AGNn/J2kxws1zsxPBrKWsIqXuwEnNQ2XAGifkOOy6epQh/wGLA7eA3fKO1ya699Y/FG1t1efc7NcUB7WN8XVWtsB/mr367w2DQEv4BSZmcFossBDcvVc73I6CG3AKVNusKz+TdKH9gM5ssJuwCmYNPpWN8PJ75jleL7G6RELOO2UdwBlOEkwtE/IcdnMVlmcHmNmwrFWD/l1X1m+8XLc2c/pg94ckkefn5rqf2OM+a+MMReNMcu7/wW+Mgmtdi6n/k095Oq53g3DIbQBp92SOpEBtB/I4RW8JqiDelccVnM7DtEosVODp4C2O5ZEsc7ZhdEKOMXLcQyG09Onh70UcZf2CTmyrVzVvXK6TtvbBwdk+ZYaJUrNkrMBp1bcu/Hh9+aQPPr8hI3/VPfxc+97zgKPH/9y5FGggFNv+Xqex+Yf2/+HnXZoezjlKk2eO6+SOhlI+4EcXmELohMwHcy1ZyseJ7a2holGBx6bKtVpdyynRy3gVIlzauoUY1F93ktgtE/IkW3mqjy20qMf6qOqGIdOa2CG007FC8i4emOgGY8TmZkhOjs77KXICRkYcLLWXjmJhcijo53NEVXD8H3l6jlemHhh/x9Wc4ANZcApW2mwNKMMJ+lP+4EcSXEb5s4ENqWzGY/779+UrwFwdsRK6lwu05Bw0D4hR2WtZTNb5TueGJyt+kjZ7WO42L83016vPUc/q1vxbWI+h3uIG3wVxhpjPgR8ANg7M7PW/uOgFiXh1s7lGH+sRxbPCLPW9i+pq6S9x5AFnKqNNvVWR03DxRftB3JohW2YD24qTTO+zdQHP+jr2O1uwOnMqGU4leM8sfjEsJchjtM+IUdRqLYoN9qcW3Ts8zl/33sckOHkesCpGd9h7LSbv5vsb2APJ2PM54G/1/3v9wF/B/ijAa9LQkwldfurtCq0Oq3eTcOrGe9xOlzZYdlKA4Al9XCSAYLYD4wxi8aYLxpjbhhjrhtjvr3b8+NLxpib3cel7rHGGPPTxphbxpi3jTEvve91PtM9/qYx5jNHWZMEpLgFc8H0bLDW0orvEDvj7/V3CqMZcEpUEqxNrw17GeIwXTfIUW0XHJ1QV9j0Huf7D86IV7xee6vTqyewqJPXVIbTyPHTNPxPAJ8C4tbaPwe8APTpiiwus60WnWJRAad95Oo5gD4Bp6z3OBXWgJMynGSgIPaDnwL+lbX2me7rXQd+BPiytfZJ4Mvd7wH+IPBk97/PAj8D0G1I+3ng48DHgM/vBqkkJKwNNMOpncth63XGzvjrebGdrzEWNSM1nbPSrFBqlhRwkqDpukGOZLfk+YxrJc+FLRifg8n5voftlHe8XnsR987LbaNBO5VWhtOI8RNwqnbHnLaMMfNAAujfXl+c1c57E24VcHrYbsCpZ0ndXsApXMNacpUmgKbUiR/Huh8YYxaATwI/D2CtbVhrc8CngS90D/sC8H3drz8N/GPreQVYNMacBb4H+JK1NmOtzQJfAr73sOuSANRy0KoGluHU2ulOvVnzF3DaKdQ4PT9JJBJMP6kwSlQSAKxOuXnXXEJD1w1yJLsBp9MuBpzmB++BLvfaayaSYC1jynAaKX56OL1mjFkE/hHwOlAC/kOgq5LQaue8oEp0SQGnB+VrXjDu0c1wUsBJBjru/eAKkAR+0RjzQvc1/xJw2lq73T0mDuxGEc4D99/35ze6z/V6XsKi0P3n9HGyfRithBdMia35y97Zzlfdu3s+QLKaBFCGkwRN1w1yJPGCowGn4ravmy7xSpyri1dPYEEnr7Xj9aeKKcNppAzMcLLW/hfW2py19h8A3wV8ppsiKyOonfWCJspwepivkjoTgYn+qbQnLdvNcFJJnQwSwH4QA14CfsZa+2GgzLfK53b/Tos3UvvIjDGfNca8Zox5LZlMHsdLil/FLe9xLpiSulb339NvwGmnUB/J/k2As31BJByCuG5Qr7/RslOocWp2nPGYn0KcR0hha2D/Jmst8XKc09P+snUfNc1tL+CkDKfR4qdp+C8ZY/68MeYZa+1da+3bJ7EwCae9DCcFnB7iq6RuchEi4dpAc2Uvw0kldTJIAPvBBrBhrX21+/0X8QJQO91SObqPie7PN/ndpRkXus/1ev53sdb+rLX2ZWvty6uruug+USeW4TT439VaO5oZThUvKOfqhYyEQ0DXDer1N0K28zX3bgh02lCMD9wDi80i1VbV2ZK6vQynM27+frI/P1e+vwCcBf6eMea2MeafGWP+UsDrkpDaDTjFFHB6SL7uldT1DDhVMqErpwPIVBrMTsTcu5MkQTjW/cBaGwfuG2Oe7j71KeAbwK8Du3efPwP8WvfrXwf+bPcO9rcB+W7p3b8GvtsYs9S9gPju7nMSFsVuwCmgHk7NRILo4iKR8cGB80K1Ra3Zce+CZoCdyg7TsWlmxmaGvRRx27HuE+r1N3ri+Zp7NwTKSbDtgXtgvOwFZE7PuHljoLkdJzI7S3R2dthLkRM0sIeTtfbfGmN+E/go3njT/xz4IN7dBhkxynDqLVfPMTc2RyzS4/9W1SxMh6thOHhNwxdVTic+BLQf/DDwy8aYceA28Ofwbob8qjHmB4F7wJ/sHvsvgT8E3AIq3WOx1maMMX8T+J3ucT9mrc0cYU1y3ApbML0CsYlAXr6VSPrv39QduT1qAadkNan+TRK4APYJ9fobMfFCjZcvh+8G7ZEUuknXA0rqdgNOZ6bdzABqxreJ+ZwmK+4YGHAyxnwZmMFr+PdbwEettYn+f0pc1c7lMOPjmOnpYS8ldHL1XO/sJvACTrPhO9nPVhpqGC6+BLEfWGvfAl7e50ef2udYC3yux+v8At6ddQmj4nZg/ZvAK6nzG3ByduT2AMlKUv2bJHAB7BO7vf5+2Fr7qjHmp9in158x5th6/eGV4nHp0qXjeEk5gFqzTa7SdO/z2WdZ+V7AydWSuvgOY2eCyXSW8PJTQ/M20AA+BDwPfMgYMxXoqiS0Wtks0cVFjBmdUdJ+5ev53g3DwQs4hbCkLqsMJ/FP+4Ecjs9x0Id1kIDTjqsTkAbYqewow0lOwnHvE+r1N0Kc/XwudAdnDMhwSlaTGAynpk6dwKJOXjMeV8PwEeRnSt1fttZ+EviPgTTwi0Au6IVJOLVzeZXT9ZCr51iY7JfhlAtlwCmnDCfxSfuBHJrPcdCHYdttWqmUr4bhAIlCHYC1+WDK+8LIWkuykmRtSgEnCdZx7xPq9TdatrsZqGcXHLuXVdyCyBhM9w8kJStJVqZWerfneITZZpN2Ok1sTSV1o8ZPSd1fBL4T+AhwF69k4beCXZaEVTuXU8Cph1w9x+WFy/v/sN2Cej6UAadsucGSMpzEB+0HciithtcwdT6Ykrp2JgPttu8Mp0SxzsLUGBOxaCDrCaNCo0Cj01BJnQQuoH1Cvf5GxG6G05kFx24IFLZh7szASdWJSoLVKTc/p1vpNFjre68Wd/gJn04C/yPwurW2FfB6JOQ6hTzjl68Mexmh1Lekrta9uTcVrqbhrXaHQq3FojKcxB/tB3JwpR3vMcAJdQBjPk9ik8U6a3OOXcwMkKh475FK6uQEHPs+oV5/o2M3w+mMaxlOhU1fN12S1SSnp93MAGp192q/2cjiDj8ldT8BjAH/KYAxZtUYo4jDiGrn8kQW5oe9jNBpdpqUmqXeTcOrWe8xZBlOhZp3LqgeTuKH9gM5lFK3tcpcMH0bvnUS6zfDqTZS5XSggJOcHO0TchTxfI3ZiRizE46VlPksK09UEs5mou7t1avah0bNwICTMebzwF8DfrT71BjwvwW5KAmvdqFAdL5Pn6IRVWwUAVgYf7QCTvlqE4CFKQWcZDDtB3IoJW/qTlBTOlvJJAAxnw1+E8U6q7OjGXBytVRDwkP7hBzFTqHGmQXHGoZb65XUDWgY3uw0ydQyzn5O7+3VynAaOX6m1P0x4I8CZQBr7RYwF+SiJJw69Tq2Xie6oIDTgwr1AgDzEz2yvxRwEjdoP5CD2y2pmw2mTKCV6J7Enho81cdaS6JYZ821CUgDJKvee+TqnXMJFe0Tcmjb+RpnXPt8ruWhWR44qTVdTQPufk43EwmIRIitrAx7KXLC/AScGt16aAtgjJkJdkkSVu18HoCoSuoekm947838eI/3ptLtSzkVrobrCjjJAWk/kIMrJQADM8GcRLcSCaIrK5ixwZ9jhVqLRqszkj2cFicWmYiO1u8tQ6F9Qg5tp1DjtGsBp+K29zigpC5Z8W4MuDpNtJVIEFtZwURHZ2CHePwEnH7VGPMPgUVjzJ8H/g3wc8EuS8KosxtwmlfA6UF7GU69Ak67GU7T4WoavhtwUg8n8Un7gRxcMQ7TKxAN5nOmlUj47t+ULHoNaVdHLOCUrCQ5NTU4A0zkGGifkEPpdKw31MG1HnvFbln5gIBTototfXY0w6mVTGpC3Yga2JHNWvsTxpjvAgrA08B/Y639UuArk9BpF7ygSkQldQ8pNPyU1Bno1VR8SHYDTvPKcBIftB/IoZQSgZXTwW7AyWf/pkIdGL2AU7qWVsBJToT2CTmsXLVJq2Pdy0Ddm9Taf3DGXoaTo8MdWokkY2eDmVYr4eZrBEB3o/gSgDEmYoz509baXw50ZRI67bwXVFHT8IftBZz6ZThNLULET1LhyclXGoBK6sQ/7QdyYKWdwBqGg3fXdOIDz/o6NlnyAk5rc46VbAyQqqZ4ce3FYS9DRoT2CTmMRDcD1bnP570+hv33wUQlQdREWZoIV7/X49JKJJh6/vlhL0OGoOfVrzFm3hjzo8aY/9kY893G8xeB28CfPLklSlioh1NvuyV1fafUhaxhOHgZTpNjESZiqqeW3rQfyJGUEgPv7B6W7XRoZTK+GobDtzKcnCvZ6MNaS7qa5tSkMpwkONon5KiczUAt7sDYDEz0752fqqZYmVwhGnHvnNw2m7QzGZXUjah+GU6/BGSB/wD8EPDXAQN8n7X2rRNYm4RMp6AeTr0UGgWmYlOM9epREuKAk7KbxAftB3I41kIpHliGUzuXg3ab2IrPgFOxxkQswtyErwRvJ1RaFWrtGitTmgwkgdI+IUeSLO5moDoWcCrFYW5wWXmimnC3f1MqBeC7/F3c0u+M63Fr7XMAxpifA7aBS9ba2omsTEKnnS+AMUTmNN32QYVGgbnxPu9LNQPT4bu7nK82WZwaH/YyJPy0H8jh1HLQbgTWw6mV7J7Ervr7fN1tSGuMCWQ9YZSqeu+RejhJwLRPyJEkio5mOPnsY5isJDk3e+4EFnTyWkmvP1VsVQGnUdSvoUxz9wtrbRvY0KYx2tqFApG5OY2z3EehXmChX0NwZTjJo037gRxOyZu6E1TAqZ3uBpxW/GXvJIp19/qDDJCupgGU4SRB0z4hR5Io1pgZjzLjWgZqMe474LQ25WbJWSvhnQuopG409ft/9AvGmEL3awNMdb83gLXWqq5qxLTzeZXT9ZBv5Hs3DIdvNQ0PmVylyYWl6WEvQ8JP+4Eczl6z1IAynNJeMCXqu6SuzpNrs4GsJax2M5xWJhVwkkBpn5Aj8TJQHbwhUNqBJ35/30Ma7QbZetbZkrpmN+A0poDTSOoZcLLWKo1Ffpd2QQGnXgqNAhdmL+z/w04HaoVQZjgVqk0WzinDSfrTfiCHVgw44HSIkrrveGK0Ai8qqZOToH1CjipRrLtXTteoQL0wsIfT7uf02rSbAZlWMgmRCNHl5WEvRYYgXDPaJdQ6+QLRxT5lYyOsUC/0znCqFwALk+F771RSJyKB8jkO+rBa6RRmfJzI7OCspVqzTb7adK8h7QDpWpqoibI4Eb4sWxGRXcli3b3P5709sP+k1mTV63Hk6o2BViJB7NQptWUZUQo4iW/tQoHIfPiCJmFQaBSYn+gRcKp50/3CFnBqtjuUG20WpxVwEpGAlHYgNhnY5187lSZ6asVXE/BvTUBysGSjj3Q1zdLkkpOjtkXEHUkXM5x8lpW7nonaSiTVv2mEKeAkvqmH0/6anSbVVrV3hlMt5z1OhuvucqHq9fdUhpOIBKaU8LKbApoK10qliPns35QqeQGnU3OjNZkzXU07exEjIm6oNFqU6i33bgjsBpwGlNTtDndw9bO6lUoRO+Xm7yaD+Qo4GWMeM8b8ge7XU8aYPvPfxUXWWtqFAtEFBZweVKh7PTJ7B5zCmeGUU8BJDkH7gRxIyd90nsNqpdO+T2LTpQYAp2Ydu4M+QKqaUsNwOVHaJ+SgEoXdDFTHPp+L/krqdgNOS5Ph6/d6HNqpFNFT2odG1cCAkzHmzwNfBP5h96kLwP8V5KIkfGy1Cs0m0YVwBU3CoNDoBpwesZK6vAJOckDaD+TASolgA06pFDGfJ7HpsndBszJqAadaipUpnejLydA+IYeR7GagOllSZ6Iw3f8zOF1LszixyFjEvXNy2+nQymR8ZyOLe/xkOH0O+ARQALDW3gRUhDli2gUvqBJRSd1D8nUvoNQzw6naLambCldJ3W7AaV4BJ/FP+4EcTCkBM8GMebbtNu1MhuiKv2BKqpvhtDIzOiV11lqV1MlJ0z4hB7aX4TTvWsAp7pWVR/pfcrucidrO56HdJuZzrxb3+Ak41a21jd1vjDExwAa3JAmjdt4LqkTVNPwhexlOj1hJ3W4PJzUNlwPQfiD+ddpQSQc2oa6dy0GnQ+yUv4BWqlRndiLG5NjoNM8uNAo0O01nL2QklLRPyIElijXAwaEOxR1fWb4u3xhop7yG6H6zkcU9fgJO/58x5q8DU8aY7wL+KfAvgl2WhM1ewGkxXEGTMNgNOC1M9HhvajkwERgPVwsDldTJIWg/EP8qGcAGluHUOuBJbLrU4NTs6GQ3gVemAe42opVQ0j4hB5Ys1olFDIuunZOWfAacammWp5ZPYEEnb3evjqqkbmT5CTj9CJAErgF/AfiXwN8IclESPp1uSZ2m1D3MV9PwifmB6bQnLVdRwEkOTPuB+FdOeo8zwZxk7gWcfKbpp8v1kevf5PrkIwkl7RNyYIlindW5CSKRYCaaDk1pZ+CEOvA+q13NRG2lvH1IGU6jKzboAGttB/hH3f9kRO1mOEVUUvcQX03DQ1ZOB16G0/R4lLFouAJhEl7aD+RA9gJOwWQ4tdPeSWzU55S6VLHBYyvTgawlrFJVLyinpuFyUrRPyGGkSnX3Joh22t4+OCDDqdKsUGlVnP2cbqV3s5F142NUDQw4GWOu8XDtdR54Dfhb1tp0EAuTcGnnuxlOC8pwelChUWAqNtV7skQ1F7qG4eAFnJTdJAeh/UAOZDfgNB1QhlPyYCex6XKdlx5zc+R0L7sZTq7eOZfw0T4hh5Eq1Vl1LeBUzYLtwEz/Poaulz6302nM2JgGT42wgQEn4P8B2sD/3v3+B4BpIA78r8B/FMjKJFTahTxEIkRmZoa9lNAp1Au9y+kg1BlOCjjJAWk/EP/KXkAosB5O6TRmfJzI7OzAY9sdS6bcYHXEejhlahmiJto7A1fk+GmfkANLlxo8c8axzymfZeWu3xhopdJEV1YwxrFySfHNT8DpD1hrX3rf99eMMW9Ya18yxvyZoBYm4dIpFInOzWFC1ocoDAqNQv+T+VoeTl09uQX5pICTHIL2A/GvnPQGJkwFk1XUSiWJnvJ3EputNOhYRq6HU6aWYXFikYjR3i0nRvuEHIi1tjvUwbHPZ59l5XsBJ4dL6vz2WhQ3+TkDiRpjPrb7jTHmo8DuTOFWIKuS0GkXi0qF7CFfzw/IcMrBZPhK6grVJvMKOMnBaD8Q/yopr5wuoBsV7XSGmM+pN+mSN6V9ZcQynLK1LEuTo1VGKEOnfUIOpFhv0Wh33JsiWkp4j4MCTjW3M5zaqTRRNQwfaX4ynH4I+AVjzCxggALwQ8aYGeC/D3JxEh6dYpHI3OCyhVFUbBY5P3u+9wEhLakr1lrMTyrgJAei/UD8K6cCK6cDaGezRFf9BpzqAKzMOHYHfYBsPevsRYyElvYJOZBUsfv57FrAyWdZ+W6G0/LUctArGopWOs3EM88MexkyRH6m1P0O8JwxZqH7ff59P/7VoBYm4dIuFonOKcNpP6VGqXeGU6sBzUoom4YXak3mJv3EnEU82g/kQMrJgb0rjqKVzTLx1FO+jk2VvQyn1TnHLmgGyNQyPLv87LCXISNE+4QcVLr7+ezcDYFyEkx0YFl5upZmcWKx9/ChR5i1llYmo5K6EefratMY84eBDwKTu70SrLU/FuC6JGQ6xSJjly4OexmhVGqUmB3rkf1V655nhaykrtOxlOotldTJgWk/EN/KSTj30uDjDsFaSzuTIbrs747w3h101y5oBsjUMiqpkxOnfUIOYi8D1bkMp+5NlwFl5alqytlM1E4+D80mMZXUjbSBjRWMMf8A+FPAD+Olxn4/8FjA65KQUYbT/jq2Q6lZYm58bv8D9gJO4SqpKzVaWAvzynCSA9B+IAdSTgWW4WQrFWy9TmzZXzAlXa4TjZiRGpTQbDcpNooKOMmJ0j4hB5Xq9thbdbFpuI+y8nQ17XDDcK9cMOqz36K4yU8nz++w1v5ZIGuv4UAaAAAgAElEQVSt/W+Bbwf85bCLM9TDaX/lZhmL7RNwynmPIctwKlSbAOrhJAel/UD8adagXggs4NTKZgGILvnLcEqXGizPjBOJjM5Y5mzde49cvXMuoaV9Qg4k1c1wWppxNMNpgHTN4YBTygs4KcNptPkJONW6jxVjzDmgCZwNbkkSNrbdplMqKcNpH8VGEcBHwClcGU7FmjcoRj2c5IC0H4g/FX/NUg+rnckAEPWZ4ZRyceT2ANmaF3BShpOcMO0TciDpUoPF6THGosFMNB0anxlOLpfUtdPeuYB6OI02P1eb/8IYswj8XeANwAL/KNBVSah0ymUAovM9giojbDfgNLiHU7gCTnsZTiNUXiLHQvuB+FNOeo8BBZxa3YBTzG8Pp1LdvZHbA2Rq3nu0NKGAk5wo7RNyIOlynRXXspugW1a+1veQaqtKtVV1PsMpekoldaOsb8DJGBMBvmytzQH/zBjzfwOTD0ycEMe1C15QJTKrgNODBmY4VbsZTiGbUqcMJzko7QdyID7HQR9WO9MtqfMZcEqX61xemQ5kLWG1m+Hk6qhtCR/tE3IYTmagNirQKA0sqdu9MbA86ebndCudhliM6EK4brzLyeqbu2it7QD/y/u+r2vTGD2dYgGAiDKcHlJqloB+JXUhzXCqqYeTHIz2AzmQvYBTMHc129luSd2Bejg5dkEzwN6FzISbFzISPton5DC8DFTHPp99ZvnulT47monazqSJLi1iBkzqE7f5+df/sjHmj5vduaYyctpFL4snOqeA04N8ldRFJ2Bs6gRXNZgynOSQtB+IPydQUmfGx4nMDM5aqjXbVBpt90ZuD5CpZYiaKPMT6r8oJ0r7hBxIutRw7/PZZ5bvXumzo732WpksMZ83hsRdfgJOfwH4p0DDGFMwxhSNMYWA1yUh0ukGnCIKOD3EV9PwkGU3wbd6OM0pw0kORvuB+FNOesH28WCmm7YzWaLLy/i5ps1WvJHbyy72COkjW8+yMLFAxOjOspwo7RPiW6PVIV9tsuJaBqrPmy65utd6w9WSunYm47v0Xdw1ML3BWqsow4hThlNvvkrqQhhwKtZbTI5FGI/pQkT8034gvpVT3ol2QEkO3kmsvzvCmbIXcFqaHq2AU6aacfYiRsJL+4QcxO4NAfcynHYDTv3Lyl2fJtrOZpn8wLPDXoYM2cCrTeP5M8aY/7r7/UVjzMeCX5qERaegDKdeio0iE9EJxqM9NsqQBpwK1ab6N8mBaT8Q3yopmAlu6k4r6z9NP1v2MjpHMcNJASc5adon5CCSxTrAyPZwytQyxCKx3q05HnGtbNZ3r0Vxl5/0hr8PfDvwn3S/L/G+hoDivnapm+E06+aH4VEUG8X+m0StAJPh659RrLXUv0kOQ/uB+FNJw3RwAaeDpOln9krqRivInq1lnb1rLqGmfUJ8S3czUE+5mOE0Pgvj/fsMZmtZlif8lYc/amyzSSefJ7qkfWjU+Qk4fdxa+zmgBmCtzQK+PxWMMVFjzJvd0agYY64YY141xtwyxvwTY8x49/mJ7ve3uj+//L7X+NHu8+8aY77nAL+fHINOoYiZnsaMjdbJuh+lZql3OR1AvQAhbNhaqDWZn9K/pxzYkfYDGSGVTOABp5jPkrrsqJbU1TLOTj6SUNM+Ib6lS16G04qLGU4+prS6fGOgnfP6U/ktfxd3+Qk4NY0xUcACGGNWgc4B/o6/BFx/3/d/G/hJa+1VIAv8YPf5HwSy3ed/snscxpgPAD8AfBD4XuDvd9cjJ6RdKiq7qYdiozgg4FSEifCVIhZqLTUMl8M46n4go6KSgalg0ug79TqdSsV3mn6m3MAYWBihIHuz06TQKLAc0L+BSB/aJ8S3dMnRoQ7lpK8prZl6xtmAUyvj9aeKqWn4yPMTcPpp4J8Da8aYHwf+PfDf+XlxY8wF4A8DP9f93gC/H/hi95AvAN/X/frT3e/p/vxT3eM/DfyKtbZurb0D3AJUC36COoUikfnwBU3CoNQo+SipC18Pp2K1ybxK6uTgDr0fyAhpN6GeDyzDqZ3xxkj7vWuarTRYmBojFh2dIQm5Wnfy0YRO9OXEaZ8Q3zKVBmNR4945adlfWXm2lnU2E7Wd7e7V6uE08vxMqftlY8zrwKcAA3yftfb6gD+2638C/iqwG61YAXLW2lb3+w3gfPfr88D97t/ZMsbku8efB15532u+/8/ICeiUikRnFXDaT6FR4MzMmf1/2G5BsxzSkjplOMnBHXE/kFFR9e5qMh3MSWarG3Dye9c0U26wPILldODu5CMJL+0TchDZcoOl6XH3ehhV0nD2hYGHOV1Sl93NcHLz9xP/BgacjDE/jZdhdKCGf8aYPwIkrLWvG2N+7yHXd5C/77PAZwEuXboU9F83UtqFoupve+jbw6le8B5D2TS8yfyUY3eTJHCH3Q9kxFTS3mNAAad2N03fb9PwbKXBkmvlGgPk6l6Gk6sXMhJe2ifkIDLlhnvldNZ2B2f036Ma7QalZsnZz+ndm0NqGi5+8stfB/6GMeY9Y8xPGGNe9vnanwD+qDHmLvAreKV0PwUsGmN2r3QvAJvdrzeBiwDdny8A6fc/v8+f2WOt/Vlr7cvW2pdXVwfXzIp/nWKR6Fz4giZh0LeHU92b7he2Hk71Vpt6q8O8Mpzk4A67H8go2Qs4BVRSlz3YSWym3By5huHZuheUW5gIX0m3OE/7hPiWrTTc+3xulKFdH7gHZmve5/TypJslZ3s3hxYXh7wSGbaBASdr7RestX8I+CjwLvC3jTE3ffy5H7XWXrDWXsZr+v0b1to/Dfxb4E90D/sM8Gvdr3+9+z3dn/+GtdZ2n/+B7hS7K8CTwFf9/oJydO1ikcicmoY/qNluUm/Xe/dw2s1wCllJXbHmVbQ6Vy8vgTvsfiAjpuIFhIIKOO2V1PkMOGXLDZZnRivAnq/lAZztDSLhpX1CDsLJDCefN112bwy4muHUzmaILixgYrreGHUH+V/AVeAZ4DF+99S5g/prwK8YY/4W8Cbw893nfx74JWPMLSCDF6TCWvt1Y8yvAt8AWsDnrLXtI/z9cgDWWmU49VBsehlMs+M9Ak61cJbUFapNAPVwkqM4rv1AXLR7sh3QhLR2LgeRCJH5wZ+t1loyI1xStzihO8syNNonZKBspcmSazcEfAac9nrtOXpjoJXJ+i59F7f56eH0d4A/BrwH/BPgb1prcwf5S6y1/w74d92vb7PPlDlrbQ34/h5//seBHz/I3ynHw9br2GaTyFy4ysLCoNjwAk7z4z0uekKe4TSnDCc5oOPYD2QEBN3DKZfz7ppGBncFqDTaNFqdkWsanqvnmI5NMxZ17EJOQk/7hPjV7lhyFQeHOvjM8t2bJupqSV02q/5NAvjLcHoP+HZrbSroxUj4tAte0CQ6r4DTg0qNEkCfkrrdHk7hCjgVal6G0/yULkTkwLQfyGDV/5+9e4+TpCrvBv47fZuZnuveF3YXlovckbCuykVFUVTQSMwr0fBGwBCJxqjExDcG7xqjb7wlMTFGDQpqBKO+Il4CeCFGBAQEgeXOssvsLuwsOzPdXVXddT3vH1XVc+3u6pmu6a5Tv+/ns5/Z6enuOTOw51Q953meMwXkB4H8QCxv706XIveEmNQtAEhdhlPJLDG7ibqF6wRFUq7a8KSC8zNL6gAA7uQk8ofzIC+K1sPp38JFQwhxlBDi/UKIHfEPjXqBp/lBlcwQA07zlS0/GNewaXjQQ6PXSuqY4URLxfWAIolwOs9yuNPTkQNOU4YfcFJuB72FaXOaDcOpK7hOUFST4fysbMCp+To4WZtERmSUnaudqSnkVqmZvUXtaRlwEkIcKoT4CyHEHQB2BK95Q+wjo57gMcOpIc32g3GNT6nrzZK6sIcTT6mjdnE9oEh6KODEDCeilcV1gqKaCudn1TYEjIOAyAD9zefgqdoUxvrGkBFRDo1PFul5fkkdezgRmgSchBCXCSF+Dr/30hoAlwJ4Skr5YSnlfSs0Puoyt8IMp0bCkrrGGU5lIFsA8v0rOKrWmOFE7eJ6QG0xJmM7oQ5YYoZTygJO0+Y0A060orhOULvCDQHl5ufqpH9oRos+g1O1KWUbhnvlMuC6yK1W8+ej9jS74/xnALcCuFBKeScACCHkioyKeoan+X2IssMN+hSlWFhS1/CUOrMC9PVeoK5cs5ERwGCBASeKjOsBRWccBFZtje3t28tw8jM601ZSN2VOYazF7jpRh3GdoLaEGwLKZaAaByNtukzWJpXt3+RM+v2p2DScgOYBp0Pgnxr3aSHERgDfAsAanJRxwx5OPKVugbCkbjA3uPgTzHLPldMBfobTYF8OmYzo9lAoObgeUHQxZjh5tRpkrYbsaLSeF1O6hWxGpCqj0/EcVKwKM5xopXGdoLYouyEQcQ2cNqdx1NhRKzCgledOhwEnltRRk5I6KeVBKeUXpJRnAXgpgGkA+4UQDwoh/m7FRkhd5Wk6ACAz2CCokmKapWEwP4hsJrv4E2rlnmsYDvgBJ/ZvonZwPaDIXBswS7EFnNySfxhD5Awnw8KqYj5VAfYw+1bVRrTUm7hOULumDAv9+QwGCg2uo5MqYh9DlQ93cCcnAQBZltQRIjQNBwAp5R4p5aellNsBnA+gFu+wqFfUT6krFrs8kt6j2RqG8k1KDc1KT2Y46aaDob707PZTZ3E9oKaq/q5mXE3D3elpANEDTlO6pV5D2hamTf93xAwn6hauExTFpG6pl90ERCqpk1KibJaVnafDtTrHkjpCxIDTbFLKR6SUH4ljMNR7PE1DpliEyCq2+9ABuq23CDj1ZkmdZjoYSlF5CcWH6wEtEPE46KVyp9oLOE2mMOBUMv0sMFVvZChZuE5QI1O6pV7/JikjBZw0W4MjHWXn6frmUMTyd1KbeucwUke5uobMEBuGL0azNAwWmpQa9mpJHTOciCguhp9GH1tJXXgRuyraRXqpamOsmK4S4ukaM5yIqPdNGpZ6J9SZZcBzWq6BYSaqsiV109MQ+TwEK2QIDDhRC56mM+DUgG7rjRuGA34fk17McKrZzHAioniEGU4DvVFSN22kMOCk+I0MEalByZLnepZv84CT6pmoTnCarBDp6Z9IjbW86xRCbFvk4RKA3VJKp/NDol7iacxwakS3dWwY3LD4F6UMejj13ul+mulgmBlOtARcD6iliBfbS9V2wKlqYUy1G5oWVL+Rod7GdYKimtQVzHCKmOUbztOqbgx4pRKyY2r+bNS+KHednwewDcC9AASAkwDsADAqhHirlPLGGMdHXeZpGrJDPKFuMZrtn1K3KEsHpNeTJXVajSV1tGRcD6i5anixHV+GkxgYQKavr+Vza7aLmu1hdCBdGU5T5hRymVzj9YkoXlwnqCXb9VCuOanNcFI9E9WdmkZ2lJse5ItSUrcPwKlSyu1SyucAOBXATgDnAPj7OAdH3efpGjKDzHBaTNOm4aZ/LHWvldS5noRuuSypo6XiekDNVaeAXD+QH4jl7d0gTT+KUtUGgNSV1JXMEsb6WMpAXcN1glqaNvz5efWgYvNzxIMzVD9N1C1NR+61SOqLEnA6Rkq5I/xESvkAgOOklDvjGxb1Cpc9nBblSc/v4dRoB7kWBJx6LMNJt/xsdmY40RJxPaDmqtPAQHzHILulUuRTb8IbmrEBxXbQW5g2p5W9iaFE4DpBLU0ZFgCod0pdmz2cRgq9dZ/QKe50KfLmEKkvyl3nDiHEvwK4Jvj89QAeEEL0AbBjGxn1BPZwWlzVqUJCNslwqvgfeyzDSav5AadhZjjR0nA9oOaqU/EGnNrIcJoObmjSluE0bU4rW6ZBicB1glqa1IOAk4oldZl8yx6u0+Y0hgvDyGXUux6XUvprdcTNIVJflAynSwA8BuDy4M/O4DEbwEviGhh1n5QyCDixD8R8mqUBAAYLDX43wc5FzwWczDDDKV03YNQxl4DrATVTnQb649vVbCvgFJTUpa2HU1hSR9Qll4DrBLVQz0BVbUPAmPTL6VqUNKuciSoNA9K2meFEdS3DqlLKKoBPB3/m0zo+IuoZ0jAAKZFlhtMCuq0DQOMMpx4tqasEGU7s4URLwfWAWqpOAau2xvb2fsAp2q5pSdUbmhamzWmc0ndKt4dBKcV1gqIoVcMMVMUynCJm+ZbNMkYLamYAuSV/050BJwq1zHASQpwphLhJCPGIEGJn+GclBkfd5Wp+UIVNwxcKA04Nezj1aNPwmQynbJdHQkkU13oghMgKIe4WQvwg+PwIIcTtQojHhBDXCiEKweN9weePBV/fOus9/iZ4/GEhxCuWOyZaolp8PZyk5/k9nCJnOCl6Q9OElJIlddRVvG+gKGZ67Cm2IRAx4DRtTmO0X8152p32G6JnWFJHgShpDv8O4C8A3AXAjXc41Es83d+IYg+nhTQ7KKlrGHAKezg1r+FeaWEPJ5bU0RLFtR68E8CDAMII7f8F8Fkp5TVCiC8AuBTAvwYfp6SURwsh3hA87/VCiBMAvAHAiQAOBfATIcQxUkquWSutOgUMxLOr6VUqgOe10cPJRi4jMFhIT4C96lTheA4DTtRNvG+glqarNvJZgaJq83NtGhjd0vJp0+Y0to5ujX88XRAGnHLMcKJAlB5OJSnlj6WUE1LKg+Gf2EdGXedpYcCJPZzma1lSFwacCr0VrNNMf0eJJXW0RB1fD4QQmwG8CsCXg88FgLMBfDt4ylUAfi/4+/nB5wi+/tLg+ecDuEZKaUopn4DfP+R5yxkXLYFjArYRW8ApvIhtp4fTWDEP0aKXhkrKlp9dq2qpBiVCLPcNzIRVy7RhY3SgoN78HLGPocq99tpdq0l9UQJOPxdCfFIIcboQYlv4J/aRUdeFASf2cFqodYaTBhSGgUyUf2IrRzP9zcahPgacaEniWA/+AcD/AeAFn68BMC2ldILP9wDYFPx9E4BxAAi+XgqeX398kdfUCSEuE0LcKYS488CBA8scNi1Q9S8y4yqpa7cvRMmwU9kwHABGeqycm1IlrvuGMBM2FGbCHg1gCn4GLDArExbAZ4PnYV4m7CsBfF4IoVh6TXKUqpaa/fUilNTZng3N1pTNRA3XapbUUSjKXefzg4/bZz0m4e9Ak8JcPejhxIDTAq0znMpAX+/93mZK6hhwoiXp6HoghHg1gAkp5V1CiBcvc2wtSSm/COCLALB9+3YZ9/dLneqU/zHugFPEi9jpqpWq/k3ATIbTSIEBJ+qajt83zMqE/RiAd83KhL0weMpVAD4Ev/T6/ODvgJ8J+8/zM2EBPCGECDNhb13quGjppg1bvf5NjgVYWss1MNwYUD3DiSV1FIpySh2PME0pT2PAqRHNapHhZGk9V04H+CV1xUIW2YxiKcy0ImJYD84E8BohxHkA+uH3cPpHAGNCiFyQxbQZwN7g+XsBbAGwRwiRAzAK4OCsx0OzX0MrJQw4RSgnWAq35AdTIgecDBsbR/pjGUuvKpsMOFF3xXTfEGbCho0xI2fCCiFmZ8LeNus9F82EpZUxbdg4dEyx+bkWZvk2XwPDeVrlgFOmWIQopGvDhxprGHASQvyRlPLrQoh3LfZ1KeVn4hsW9YJ6D6dB9nCaT3d09GX7kM822J0xtd7McDIdZjdR2+JaD6SUfwPgb4Lv8WIAfyWl/N9CiP8E8DoA1wC4GMB1wUu+H3x+a/D1n0kppRDi+wD+QwjxGfhNw58F4NdLGRMtQ9wZTuUgw2kkWjBl2rBx3MZ0BV7qGU4sqaMVFtc6sdKZsEKIywBcBgCHHXZY3N8utUpVG8cfotg8FXENnDb9wJSqvfbc6einyVI6NLvzDKMMvXXMFq2Y8JS6LANOC+iW3ji7CfAznHrshDoAqNQcNgynpVjp9eCvAVwjhPhbAHfDP/UIwcevBaUQk/D7cUBKuUMI8S0ADwBwALyNJ9R1QS3eHk5eOchwihxwUrRHSBMsqaMuimudWNFMWJZerwwl5+d2A079qgacppEZU/Nno6VpeOcppfy34K+fl1Kyu2oKeZoG0dfHlMhFaLbWuH8T4J9SN3b4yg0oIs10MMwMJ2rTSqwHUsqbAdwc/H0nFjllTkpZA3BBg9d/DH5/D+qW+sV2fCV1YmAg0ppkOR50y1WvR0gLJbOErMg2X5+IYhDXOsFMWPUoOz9HDDiloYcT+zfRbFGO0LpFCHGjEOJSIUQ825bUk1xNY/+mBnS7RYaTWenNkjpmONHycD2gxqpTAAQQ08k7brkUObupVLUBQL0d9BbKVhnDhWH1jhqnJFmpdeKv4TcQfwx+j6bZmbBrgsffBeA9gJ8JCyDMhP0vMBO2a5Sdn9vMcFI24FRiSR3N1TLgJKU8BsD74B8jepcQ4gdCiD+KfWTUdZ6mIzPEcrrFaLaWyJI69nCi5eB6QE1Vp/zspkyUvaz2uaV2Ak4WAGA0bafUmWWW01FXxblOSClvllK+Ovj7Tinl86SUR0spLwhOn4OUshZ8fnTw9Z2zXv8xKeVRUspjpZQ/7sSYqH3Kzs9tBJxymRyKueIKDGrludPTyEQ83IPSIdJVoZTy11LKd8EvcZiEf/woKc7TNDYMb0C39RYldb15Sl2l5mCoT7EdJVpRXA+ooep0bP2bAMArlZEZjd4wHIB6JRstlC0GnKj7uE5QM8rOz9UpQGSAFoc2lMwSRgujSmaiSs+DWy4zw4nmaBlwEkKMCCEuFkL8GMCvADyFRXprkHo8TUN2sPeCJr1AszQMFhoE4xwLcM3eLKkzHQyzpI6WiOsBNVWdAvrju8h0y2VkR6LtmtZvaFQr2WihbJV5Qh11FdcJakXZ+TlcA1tk+ZatMkZjKj3vNq9SATyPPZxojih3nr8F8D0AH5FS3hrzeKiHuLqO/MaN3R5GTzIco3GGk+Wf7odCb5XUSSlZUkfLxfWAGqtOxZrh5JbL6D/++EjPnQ57hAwoVrLRQtkqY9PQpm4Pg9KN6wQ1pez8HHENVDkT1Z32+1OxpI5mi3LneWRwusOQEGJISqnFPirqCR6bhjekWU16OJkV/2OP9XCq2R5cT2KQASdaOq4H1FhtGlh9ZGxv75VKyEYuqQt7hCi2g95C2VR355wSg+sENaXs/Bw14GSWsa64bgUGtPLcchkAImcjUzpE6eF0ohDibgA7ADwghLhLCHFSzOOiHuAHnNjDaT7LtWB5VusMpx4rqauY/o4ST6mjZeB6QI2FTcNjIG0bnmEg08YpdRkBDKcowC6lVHrnnBKD6wQ1pez8zAwnuKUg4BRxc4jSIUrA6YsA3iWlPFxKeRiAvwweI8V5moYsM5x8178T+J/PAPAbhgNoneHUY03DddM//Ve5BZ5WEtcDWpznxdo03K3482rUXdNy1cbIQB6ZjHpNWRsxHAOudJW9kaHE4DpBTU0bNkZVnJ8ZcIJXCTOc1Pz5aGmi3HkOSil/Hn4ipbxZCMG0F8V5lgVp28iwabjvkRsA/RnghPOhFfya88YBpzDDqbdK6rSaAwDs4UTLwfWAFmeWAMj4Ak6lEoDou6alqo2RfsXKNVoomf7viE3Dqcu4TlBT01UbY0XF+jcBkQJOnvSgWZqy83SY4ZRhSR3NEiXDaacQ4v1CiK3Bn/cB2Bn3wKi7PM0PmmQGeY0AALB0wLOBn3ywnuHUuKSuN3s4saSOOoDrAS2u6jcKjeuUOq8cXsRGu0gv1xyMDKRrritb/u9I1Z1zSgyuE9TUtGFhdECxDQHPBWqllgGnilWBhFR2np7p4dRb90DUXVECTn8MYB2A7wZ/1gWPkcI83Q+qsGk4ACn9vkwDq4AHr4e+904AwGChRYZTj5XUMcOJOoDrAS2uOuV/jCvDqc1GpOUUZjiVTQacqCdwnaCmSlUbY6o1DK/5Gaat1sBwY2C4x06y7hSvXILI5yH6+7s9FOohLe88pZRTAN6xAmOhHlIPOBWLXR5JD7CrgPSA510G/M+noe++BUCTDKf6KXW9FXDSLQacaHm4HlBDtSDDKaam4e02Ii3XbBy5trfm4LjVM5wULdWgZOA6Qa1MGzaOXKtYBUXETRfVM1HdUhmZ0VEIoVh/LlqWhneeQojvN3uhlPI1nR8O9QrPMACwpA7AzKlzQ+uBtcdCm/Izw4v5BsG48Pk9tnuhBU3Di33ZLo+EkobrAbUU7u7GVFLnloMeTlFL6qqOeiUbLYQ3MqMF9s6glcd1gqKaNiz1ejhFDTgpnonqVipsGE4LNEt1OB3AOIBvArgdAEOVKcIMp1lmnzq38WQY+34BDOcwmGtySl1uAMj2ViaRYTLDiZaM6wE1Vw84xXOhWe/hNBotmFKq2unr4WQyw4m6iusEteR6EuWaghsC7WY4KTpPe+USA060QLOrsY0AzgHwhwAuBPBDAN+UUu5YiYFRd3k6M5zqLD/4hsIQcMizoe/6IYBVzTOceqycDgB004EQwECeGU7UNq4H1Fw94BRPdo1bKkP09yNTaL0rbjkeqrabuh5OJauErMiimONGEXUF1wlqqVLzD7AZUS7gFK2sPA0lddm1a7o9DOoxDZuGSyldKeV/SSkvBnAagMcA3CyE+PMVGx11TT3DiQGnWSVyg36GU8bftGt4UW9Weq5hOOCX1A0WcqyrprZxPaCWaiVAZGKb+9w2dk2VvaFpoWyWMVIY4RxPXcF1gqIoV/1se+UynGrRTmpVvqSuXEZ2WM2fjZauab65EKIPwKvg71ZsBfBPAP5f/MOibpsJOHGntH7qXN8wsOYoGCKDfpFFNtMgU8jszQwnw3JQLDC7iZaG6wE1VSv52U0xBTu8crmNhuGK3tC0ULbKypZpUDJwnaBWyuGGQL9iJc/1gFPzObhslZHL5DCQG1iBQa08t1xmSR0t0Kxp+NUATgLwIwAfllLev2Kjoq5j0/BZ6hlOQ8DAKhj9IyjKJjdVlgb04EW/Zjrs30RLwvWAWgoDTjFxS2VkRqL3bwKQvh5OVlnZXXPqfVwnKIpyMGI58qQAACAASURBVD8rtyFQK/n9W3N9TZ8WztMqZqJKz4NXLiMTcXOI0qNhSR2APwLwLADvBPArIUQ5+FMRQpRXZnjULZ6uA7kcRF6xBWEpZpfUAdCLYyh6TuPn92hJnWG5PKGOlorrATUXd8CpXEY2YsPw8IYmbT2cyiYznKiruE5QSzMbAorNzxHXwLD0WUWergNSIhtxc4jSo+H2n5SyWTCKFOcZBjKDg0pG4NtWL6nzg0hG3xAGqxN+M/HCIhlgZgVYc9QKDjAazXQwWEjXjj91BtcDain2gFMJ/ccdF+m55bT2cLLK2DKypdvDoJTiOkFRKDs/10otG4YDapc+uyU/rsySOpqPiwMtytN19m8KzT6lDoCR70dResC+uxs8X/P7PfUYw3IwyJI6IopDrRxrwMkrtdHDKWhKm7YMp5JVUnbnnIjUMDM/K3Y9GjXDSeHSZ6/sn1Ybda2m9GDAiRbl6ToyRQacAABWBcj2AVn/5sXI5VH0ADzxP4s/39R6sqRON10GnIgoHjFmOEnH8dekiCffhDvoyvUIacKTHipWRdkbGSJSQ7lmIyOgXsZ9dTr1JXVu2c9wirpWU3ow4ESLCkvqCAtOnTNcC8W+EWDXIgEnzwVsvScznHTTwRB7OBFRHGqllsdBL5VbqQCInqZfqtrIZwX68+m5xNFtHZ70MNrH3hlE1LvKVRsjA3lkMoq17GCG00xJHTOcaJ70XI1RW5jhNIulz8lY0h0dg0MbgfFfA5Yx77mzTrTrMbrpoKjajhIRdZ9r+4H2mDKcPM2fVzPD0QL55aqNkf58qnoQli3/Ql/VGxkiUkMpmJ+VEyHg5EkPmq2p28MpLKljDyeahwEnWhQznGax5pbIGbaB4ujhgGcD47fNfW69wXhvZTh5noRhs6SOiGJQCw6giivgFGY4DUcL5JdrjnoNaVsom0HASdEbGSJSgz8/K3YtKmWkgFOYiarqxoBX9tfqDE+po3kYcKJFebqOLANOPrNSL6mTUsKwDQyuPhLI5IAnfjH3udbcE+16RdV2ISUwWGBJHRF1WG3a/xhTwMkNL2Kj9nCq2uo1pG2BGU5ElARlFTOcLB2Q7oKyciklJmuT8KQHQP152i2XgWyWh07RAgw40aI8XYdgSZ1vVkmd7dlwpINi/xiwafvCxuFhhlOhtzKcdMs/FYQZTkTUcTU/jT6+krp2M5zs1GU4lUz/v4GqNzJEpIZyTcGA0yJr4L/c8y8445tn4Kxrz8KV918JQP1MVLdcQnZkJFXl7BQNA060KM8wmOEUsjSg4P8udFsHAAzkBoCtZwL77p7bx6myz/84uHalR9mUbroAgEE2DSeiTos54ORW2uvhVKqmL+AU7pyzaTgR9bJy1VHvBNFFsnxvHr8ZawbWYPPQZvxy7y8BqJ/h5JXKyIz01oY79QYGnGgBaduQlsUMp5Cp1XsyGY4fXBrMDwKbnuOn0D5938xzJx7yP649ZqVH2ZRuBhlObBpORJ0Wd4ZTJThqeShihlPVUW8HvQXVb2SISA3+hoBi16KLrIEVq4KT156Mlxz2Etx34D5YrqX8PO2Wy8iyfxMtggEnWsAz/KAKM5wCs5qGhxlOxVwROHSb//V9v5l57oEHgbHDeq6HUz3gxJI6Iuq02DOcwpK6iKfU1RS8oWmhbJaREzk/+5aIqAdZjoeq7aq3IdAg4DSUH8Jz1j8Hlmdhx8Ed2K/vB6BuJqofcFIzmEbLw4ATLeDpflCFp9TBP3liVkmdYc/KcBo5BBg+BNg7K+A08RCw7vhujLQp9nAiotjEnuGkQRSLELnW81fNdmE5nnolGy2UrTJG+tg7g4h6V6VmA4B6Jc/z1kApJXRbx3BhGKduOBUAcNf+u/CDnT/A0WNHY0NxQ7dGGiuvXEZ2lAEnWogBJ1qgHnBiSR3gWoDn1DOWwoBTMR/8bg7d5vdxAgDXAQ4+Cqw/rhsjbarew4mn1BFRp9VKgMjUM0E7zdUqyEYtpwtvaFTbQW+hbJWVLdMgIjWUa/7mp3IZqGHAaWAVAKDqVOFKF8OFYazuX40jRo/Adx75DnYc3IELjrlA2Y0Bt1yOfJospQsDTrRAWFLHDCcsOHUu7OFUzIUBp1P9IFOtBEzu9ANUvZjhxJI6IopLreTv7MZ0Ee2VK5EbkZariu6gt1AyS8qefEREagjnZ+UyUMOAUzAHh72ahoN7h23rt2GPtgd92T68+qhXd2WIcZNSwqtUkGXTcFoEA060AEvqZrH83iHzT6mrZzht8lNlse8eYOIB/++9mOFkhRlODDgRUYeFAaeYeFoF2aGoJ9QFO+j96ZrrmOFERL1O2QzU6rSf4Zv11x3N8jerh4Ks320b/J6vr9j6CmXnaWmakLaNTMS1mtKFASdaoJ7hxJI6wPIDTPWSutmn1AFzG4cfeAiAANYeu8KDbC3McCr2saSOiDrMLMcacHIrGjJtNAwH0pfhVDYZcCKi3lZSNQN13qZLxfY3q4fz/rp15qFn4tlrn42LTrioK8NbCV5wuEdmuLcOTaLekK4tQIqEGU6z1EvqFjmlDgCKq4FVW4GHfwwMrgNWHQ4Uei9Qp1sOCrkM8lnGmImow+LOcCqXUdiyJdJzKzVmOBER9aJyPQNVtYDT9IIT6oCZkro1A2vwjVd9oytDWyluxb9fyrKHEy2Cd5+0gMum4TPqJXUzTcOzIou+bN/Mc174l8D47cBDP+jJ/k2An+E0xP5NRBSHmANOrhY9wyk8BWlYtRuaJjzpoWJVlD1qm4jUMJOBqtj16Lw1cH5JXRp4GjOcqDEGnGgByabhMxYpqSvminNPmNh2EXDOR/y/bzhhhQcYjWG6KPKEOiKKQ9wZTpUKshEvYsMMp+EUZThptgYJyQwnIupp5aqNfFZgIK/Y9WitBPSP1T8NM5zSNCe7QUldNuLmEKVLeq7IKDJX1wEhIAYGuj2U7quX1PnBN8M2ZhqGz3bmO4H1J/qn1vUgjRlORBSXeRfbneSZJqRlRW5EqtUcZDMK3tA0UTL9E5J4Sh0R9bJyzcZIf37upq0KaiVg/cyGc9jDaSifnmwfLyipY9NwWgzvQGkBaRjIFIvqLQhLYYUBJ38C1W198YATADzrZSs0qPYZFjOciCgGruPPkzEFO+qNSCMetVyp2Rjqy6Vq/QqP4E7TbjoRJU+p6qjXMBxYtIdTPpOf235DcWFJXdRsZEoXltTRAq6us5wuFAacZpXUDeaS97vRTAeDzHAiok4z/WAH+uMJdrSbpl9JYTZn2WTAiYh6X7lqq3egg+cBtfKCHk7DheFUbXy45bCHEzOcaCEGnGgBT9fZMDxkakAmB2QLAJqU1PU4w3IwWFBskSei7jODgxXiynDSwjT96D2c0tS/CZiV4cSSOiLqYeWarV6Gk1UBIOdmONmVVJXTAUGGkxBMWKBFMeBEC3iGwQkjZGn+CXXBLoXhJDPgpJsuM5yIqPPCDKe+eHY13bL//tmRaMEUreaod+R2CyypI6Ik8DOcFJufa34PvfkldcOFdGX6uBUNmaEhiAxDC7QQ/6+gBTyW1M2wdD/gFNBtHcVcAgNOloPBPvZwIqIOq2c4xXNx3W4j0oppYyhtGU5B0G+0L76TAomIlkvJDNTawrJyzdIwVEhZhlOlggz7N1EDDDjRAl7QNJwQZDjNBN8M28BgPnnBOJ09nIgoDmHAKaYeTu02IlXyhqaFslVGPpNHf7a/20MhImpIyROT61m+M2tgxaqkLuPU1SrI8oQ6aoABJ1rAC9IiCYBlzA04OUbiMpxMx4XtSgzylDoi6rTawovtTqo3Im2jpE65G5omak4NN+y6AUePHZ2qBrVElCyO68GwXAyrVlK3SB/DVPZwqmhsGE4NMeBEc0gp4UxMILduXbeH0hssvR5wcj0XVaeauAwnw3QBgBlORNR5MfdwqjcijZh162c4KXZD08RX7v8K9mp78e7nvrvbQyEiakgPrkWVK3lepKQujT2cvEoFWSYrUAMMONEcXqkEaZrIbVjf7aH0BlsHgibhVacKAIlrGq5bDgCgyAwnIuq0mE+pa6cRqem4sFwvNSV1e7W9+Pf7/x3nbj0Xz9343G4Ph4iooXLNBgD15ud5my6O56DqVFPXw8mtVJjhRA0x4ERz2BMTAID8egacAMwpqTMcAwAwkBvo5ojaVrX8XaViQbFFnoi6zywDIgvk45kXvXI5ciPSSs0Prit3Q9PA9Y9fD8u18K7t7+r2UIiImgrn5xHV5ud5PZx0WwcADOfTFXzxKhVkR9L1M1N0DDjRHM5+P+CU27ChyyPpEZYOFJKe4RQGnJjhREQdZlb8nd2Y+ge5mobscLTsqbQFnG7ZewtOXHMiNg5u7PZQiIia0kx/fh7qU6zkuVYGMrn6pkvZ8gNQaSqpk1LC1bTIp8lS+jDgRHM4E/sBMOBUZ+tAkBYbBpySluFkBCV1Aww4EVGnmZXYTqgD2jtqWaspekOziJJZwr3P3IsXbH5Bt4dCRNRSRdmSurmbLpqlAUCqSupkrQY4TuS1mtKHASeawwlK6tg0PGDN9HAy7GSX1A2ypI6IOq1Wjq1/E9DeUcvK3tAs4tanboUnPZx56JndHgoRUUv1DCfV5mdz7hpYsfy+hiOF+NbFXuNW/J85yx5O1AADTjSHvX8/smNjyPT1dXso3edYgOcsLKnLJaukzmBJHRHFxSzHdkIdAHiaHrkRacVMT0ndLXtvwUhhBCetPanbQyEiaqmsasmzWZkbcLL94MtQPj3ZPp7mZ3WxpI4aYcCJ5nD2T7CcLhQ0/mNJHRFRA/MutjvN0zRkBqMF+es9nBQvqZNS4pa9t+D0Q09HLqPYzRsRKamegara/FwrzykrT2NJnVfPcErPz0ztYcCJ5nAmJpDjCXU+Kwg45VXJcOKNCRF1WOwZThqyQ1F7OKWjpO4Xe36BA9UDeNHmF3V7KEREkWg1B7mMQH9esVtPszRnDUxlSV3Z/5mjZiNT+ij2r56Wy57Yj9wGBpwAAJbfswmFQQCzejjFdPx3XFhSR0SxibFpuLQsSMtCJmLAKcxwUq5HyCxVp4qP//rjOGr0KJy79dxuD4eIKJJKzcFwfw4iphNNu6ZBSd1gfrBbI1pxnsYeTtSculdl1DZp23CfOYj8epbUAZhVUucvGkkuqcsIoC/H+DIRdVh4Qk8MXN2fgzODEQNOpoP+fAb5rLpz3Rfv/SL2antx5SuuRD6rWGkKESlLMx01NwNqc7N8NUvDQG4gVeXOYdNwZjhRI+pelVHbnIMHASlZUhdqUFLXn+3v1oiWxLBcFAsK7ioRUXc5FuDUYgs4eWHAqY0MpyHV+oPM85+P/CfOOfwcPHfjc7s9FCKiyCo1W73+TVIuyPLVbR3D+XQFXrwKm4ZTc7EFnIQQW4QQPxdCPCCE2CGEeGfw+GohxE1CiEeDj6uCx4UQ4p+EEI8JIe4VQmyb9V4XB89/VAhxcVxjTjtn/34AYEldaF5JXdWpoj/bj2wmWaVpVctlOR0RdZ7p72qibzSWt6+ffBO5abiNERV30ANSSpTNMo4YPaLbQyEiaku5pmCGk1MDPHtuhpOtYbCQnnI6AHC1CpDJRF6rKX3izHByAPyllPIEAKcBeJsQ4gQA7wHwUynlswD8NPgcAM4F8Kzgz2UA/hXwA1QAPgjg+QCeB+CDYZCKOssOA07McPIFJ03Uezg5RuLK6YAww4kBJyLqMLPsf4w5wyly03DTUbpheNWpQkKm6rhtIlKDVnPU2xCob7rMOqXO1lI3R3sVDZmhIVZSUEOxBZyklE9JKX8T/L0C4EEAmwCcD+Cq4GlXAfi94O/nA7ha+m4DMCaEOATAKwDcJKWclFJOAbgJwCvjGneaORMHAAD5DezhBAAImoTPLqlLZsDJwQBPqCOiTos74BRmOLVTUqfaDc0setBXME3NaIlIDRXTxlCfYvNzLVgD+2eyfHVLT90c7VUqkTeGKJ1WpIeTEGIrgFMB3A5gg5TyqeBLTwMIoxubAIzPetme4LFGj8//HpcJIe4UQtx54MCBjo4/LZz9+4FcDtnVq7s9lN5QL6nzJ9GqU0Uxn7x0UWY4EVEswt3dmE6pc9sOOCnYI2QWzfZ/H2m7mSGi5NNqDob7FZufzZL/cV5JXdoynNxKhQ3DqanYA05CiCEA3wFwuZSyPPtrUkoJQHbi+0gpvyil3C6l3L5u3bpOvGXq2PufRm79OogMe8kDmFVS5weZWFJHRDRLvZwgrgyn8JS6aAEWTfEMJyPIumXAiYiSREqJSk3BkudFSup0W0/k5vRyeLqOzHC6gmzUnlgjC0KIPPxg0zeklN8NHt4flMoh+DgRPL4XwJZZL98cPNboceowe89eFDZt7vYweodtABBAzj+Vrmont6SOASci6riwnKAvngynmabh0UvqlLuhmYUZTkSURDXbg+NJ9TYEagvLytOY4eRpGrIR12lKpzhPqRMA/h3Ag1LKz8z60vcBhCfNXQzgulmPXxScVncagFJQencDgJcLIVYFzcJfHjxGHWaPjyO/mQGnOkv3y+mCJnjJ7eHkosgeTkTUaWbMASddB4RApth63vU8Cc1SsGRjFvZwIqIkqpg2AKg3P88rK5dSwrCN1M3RnqZFzkSmdIrzLvRMAG8EcJ8Q4p7gsSsAfALAt4QQlwLYDeAPgq/9CMB5AB4DYAB4EwBIKSeFEB8FcEfwvI9IKSdjHHcqebUanAMHkN/CgFOdpdfL6YCgh1MueWmyVZbUEVEc4i6p0/2L2Chl3rrlQEpgWLWmtLOEAae07Z4TUbJVag4ABefneZsuNbcGV7oYKqRrjnYNPXKvRUqn2P7lSyl/CaDR+YgvXeT5EsDbGrzXlQCu7NzoaD57r1+lWNiypcUzU8Q26ifUAUEPp3xSM5wYcCKiDjPLQCYP5PpieXu3jV1TzfRvaJQr2ZglDDilrT8IESWbFgacVJuf5226pHVTwNN0ZjhRU+wOTQAAe88eAECePZxmhCV1gST2cPI8iartYoAldUTUaWbFLyUQjfaWlsfTou+a6kHAaVC1HfRZwh5OabuZIaJkCzOchlSbn2slIDcAZP1SQc1KX5896TiQ1SoyQ+n5mal9DDgRAMAa9wNOBZbUzVikpC5pAaeq7QIAM5yIqPPMSmzldEBw8k3Ei1jN9Oc65Uo2ZjFsAzmRQ182nowyIqI4VGqq9nAq1/s3AenMcPIM//TULEvqqAkGnAiAn+Ek+vuRXbu220PpHbNK6mzXhiOdxPVwMiz/JmyQASci6rRaOd6AUxsn34QlG6pnOBXzRYiYMsqIiOJQMRUuqZt1aEYaTxKdOU02PT8ztY8BJwIAWHvGkd+8iReys1k6UPAnUMPxI/hJy3AyLH+RZ0kdEXWcWQH6RmN7e0/XIpfUafWSOnWD67qtp2rnnIjUUFG1h9O8TZc0BpzcMODEDCdqggEnAgDYe/aiwP5Nc80KOFWdKoAkBpxYUke9SwixRQjxcyHEA0KIHUKIdwaPrxZC3CSEeDT4uCp4XAgh/kkI8ZgQ4l4hxLZZ73Vx8PxHhRAXd+tnShWzDPTFd5HpttGINOzhpFyPkFl0W2fDcCJKHE3VHk5hH8NAKkvqdP9nzkTMRqZ0YsCJIKWEPT6OPE+om0uJDCcGnKinOQD+Ukp5AoDTALxNCHECgPcA+KmU8lkAfhp8DgDnAnhW8OcyAP8K+AEqAB8E8HwAzwPwwTBIRTFakR5OEZuGW+qX1DHDidKIGxPJV6nZGMhnkcsqdttpzs1wCgNOg4X0ZDh5WhhwSs/PTO1T7F8+LYU7PQ1P15HfvKnbQ+kts3o4hRlOSdtdrtYDTurehFFySSmfklL+Jvh7BcCDADYBOB/AVcHTrgLwe8HfzwdwtfTdBmBMCHEIgFcAuElKOSmlnAJwE4BXruCPkk6WNuckz06SUsLTtDaahiu6gz6LbuupKtUgCnBjIuE008GQauV0wIKy8nRmOIUldVybqDEGnAj2nvCEOmY41XmeH3AKS+rsZJbUhbv+zHCiXieE2ArgVAC3A9ggpXwq+NLTADYEf98EYHzWy/YEjzV6nOJkarGV1MlqFfC8yCff6KaDbEagL6fuZY1maww4UepwYyL5Kqaj3gmidg3QJoChdfWHNEtDPpNHIVvo4sBWVlhSx1PqqBl1r8woMmv3kwCA/Gb2cKqz/RK6pPdwCjOcBhhwoh4mhBgC8B0Al0spy7O/JqWUAGSHvs9lQog7hRB3HjhwoBNvmV6uAzhVoBBPSZ3b5sk3uuliqC+n9MEXzHCitOPGRDLppqNeufNT9wCeDWx+Xv0hzdZSld0E8JQ6ioYBJ0Lp+9chu2YN+o44ottD6R1hwCkooUt6D6dBltRRjxJC5OEHm74hpfxu8PD+YEcawceJ4PG9AGanYm4OHmv0+BxSyi9KKbdLKbevW7du/pepHZZ/kRlXhtNMX4ho71+pOUqX0wEMOFG6cWMiuXRTwfn5ydv8j1tmAk5pnKPb3RyidGLAKeXMxx+H/ov/war/fSFEIT0poC2FN1MJz3AygpI6ZjhRLxJ+Osq/A3hQSvmZWV/6PoCwoevFAK6b9fhFQVPY0wCUgh3uGwC8XAixKujJ8fLgMYrLvDmy0+on30TsC+HvoKs7z3nSg2EbqbuZIQK4MZF0lZqCGU7jvwZWHwUMrq0/pNkahmLqa9irPN2A6O+HyCn235c6igGnlJu86mqIvj6sesMbuj2U3mItXlKXtKbhPKWOetyZAN4I4GwhxD3Bn/MAfALAOUKIRwG8LPgcAH4EYCeAxwB8CcCfAYCUchLARwHcEfz5SPAYxcXyA0JxNQ0PG5FG7uFkKXhDM0vVqUJCpq5cg4gbE8mnWw6GVNoQkBIYvx3Y8vw5D+u2jmIuWfcJy+Uf7sF1iZpT9+qMWnKmplC67jqMvuY1yK1e3e3h9JZ6SV3SM5xcFLIZ5FU7ipaUIKX8JYBGTXdeusjzJYC3NXivKwFc2bnRUVNmWFIXTw+nel+IiBeymoolG7OEpx8lbdODqAPCjYn7hBD3BI9dAX8j4ltCiEsB7AbwB8HXfgTgPPgbEwaANwH+xoQQItyYALgxsWJ001VrQ2ByJ2A8M6ecDvCbhq8rpisrztM0ZFlORy0o9K+f2lW54QZI08SqC/+w20PpPfVykaCHk21AQKA/29/FQbWvajkspyOizrMq/seYMpzabxruYMNwsubndmi2//tghhOlDTcmkk+5DYHxX/sf52U4GU76yp49XWf/JmpJoX/91K7SD36AwtFHoe+447o9lN6zSEldf64/cScg6ZbLcjoi6jwz5qbh9R5OEUvqTBdD/epe0hhB1m3abmaIKNls14PleGpkOP3ma8B//1/Ac4G+EWDd3PsnzUrfKXWuzpI6ao11Nill79uH6p13YfTVr05cEGVFLFJSl8S67KrlMsOJiDqvngUa8yl1LKkDMJPhxIATESWJbvqH1yQ+4FSdBm56P5AtAEPrge1vAjJzb6N1W09dwMnTdAacqKWE/+unpSr/6EcAgJFXvarLI+lR80rqqk41cf2bAP+UusEC/5kTUYeZQUldjD2cRD6PTITTU6WU0BQ/pS7s4cSAExEliRYEnBLfNPyXn/WDThd9Hzjk2Qu+bHs2am4tdXM0S+ooCmY4pZC0bUx/73sYOOUUFLZsaf2CNLL9JuHIz/RwGsgnMeDEDCciikHcGU66Fvki1nQ8uJ5M/g56E2HAKW2750SUbLrpn5ac6Pm5tBe47V+BZ79+0WATMFP2PBTTmtir/FPqGHCi5hhwSglnchLlG2+EtCxMfPozsB57HKvf9KZuD6t31Uvqkp7hxB5ORBQDUwNEBogpEN/OrunMDnqCb2haqGc4FXhhT0TJocT8fNdXANcCXvI3DZ+S1rJnT9OQZUkdtZDgf/0Ulb1/Ak9efDGsXbuQ27ABzv79WHXhhRh55Su6PbTeZVcBkQWyeQDJ7eFkWA62FJIXKCOiHmdpQGEYiKkHoGcYbZ1QB0Dp8mGW1BFREiU+4OQ6wN3fAI5+GbBqa8OnaVb6Ak6eZUHaNkvqqCVmOCnM2r0bk1ddhd0XvRHOxAQ2XHEFcuvXo/j852P9e/6628PrbZbhn1AX3EwlO8MpoYs8EfUuU6uf4hkHTzeQKUYL8muqNKVtQrd15DI5FDKte1oREfWKxDcNf/ynQGUfsO2ipk8znPSdJFo/TXaQGU7UXEL/9VMrzuQkdr729yENA/nDD8OWL38JxW3bsPqiN3Z7aMlgG3NKRZIacFL95CYi6hKrAvTFd5HZTkld2CNkuF/duU6zNAzmB3mqLBElSuIznH5zNTC4Djj23KZPCzOc0tRnz9P8n5kZTtRKQv/1Uyul734X0jCw9VvXYuDZize4oybs6pyAU82pJS7gJKWEzoATEcXB1GJrGA74JXW59esjPTfxO+gRGI6RqhsZIlJDoudnswI8/GPg9D+rt9hoJI1lz/UMJzYNpxZYUqcg6XmYuvZbKG7fzmDTUtlGvWE4kMwMp6rtwpMJXeSJqLdZWvwZThFL6iqqHLvdhGZpKOaT10eQiNJtJuCUwPnZOAhIF1h3fMunpjLgFGQ4sWk4tcKAk4L0W34Fe3wcY3/4hm4PJbnmB5zcKvpz/V0cUPu0FNyEEVGXmEHT8JgsqWm4wsF13dExmEvPjQwRqUEzXeSzAn25BF6LWn4QKUq/wjDglKaNAZcldRQRA04Kmv72t5FdvRrD55zT7aEk16ySOtuz4XgO+rPJCjiFfU1Uvgkjoi6JO8PJMJAZjHbhnoaAU9WupmrnnIjUoJtOcudm0w+oRFnrwqbhSTzReqlmSuqY4UTNMeCkoNoDD2DwtNOQKfA0myWbleFkOiYAJC7DSU96o0Yi6l1WfD2cpG1DWlb7p9QpfCKn4Rip2jknIjXoppPcuTloBB5lrTNsA33ZPuQyCf1ZXUOfEgAAIABJREFUl8DTGHCiaBhwUox0HNj79iF/2JZuDyXZZmU41dwaACSuh1OlxoATEcXEjC/DyTP8neJ2SuoG8llkM+qe4GbYRuLWICIizXSSe4JoOwEnx0hdFipPqaOoGHBSjP3UU4DrorCFAadlsYx6zXbVqQJIboZTYlOZiag3uTbgmrH1cKqn6UfOcHIxlNQbmogMx0hVqQYRqUFLckldmz2c0rYp0O5aTenFgJNi7PFxAECeAaflsY2ZDCfHz3BKXA8niwEnIoqBWfE/9lCGk+qZnIbNkjoiSh41eji13lxJ4xztGQZEsQiRYTiBmuP/IYqxxvcAADOclmt2SV0YcEpYhpPGHk5EFIc2ygyWov0MJyeZR25HZHs2LM9ihhMRJY5mOsk9Lbm+1kXIcErhSaKerjO7iSJhwEkx9viTEPk8cuvXd3soyeV5gFOtNw1Pag+netNwxUtNiGiFmdEvwpeinuHUTsApqU1pIzBs//eRtv4gRJR8uukmd362NEBkgQgbzlW7msoMp6inyVK6MeCkGGt8D/KbN0NkE7qb0AuCnk1hwCns4ZS0gJMWNA0v5vn/AhF1kBW9zGApWFI3V7gGpe1mhoiSL9EldZbuZ/KK1gdS6Laeuk0BzzCQKabrZ6alYcBJMdb4k8hv2dztYSSbvXjAKWk9nDTTxWAhi4zCJzcRUReEPZx6pKQu0Tc0EYQZTiypI6IkkVJCtxK8IdDGaayGk76TRP2AE9clao0BJ4VIKWE/OY7CZvZvWpbg4j7pPZxUvwkjoi6pZzh1v2m4lBIHKibWDBViGUsvMJwg4MQMJyJKkKrtwpMJPrzG0iKXjqcyw4k9nCgiBpwU4pVK8DQN+cMYcFqWeoZTsgNOWpJ3lYiod5m90zR8yrChWy62rFL3ojfMcErb7jkR9Za/ve1vcdPumyI/X0t6L1FLi7zOGY6RuixUv4dTuoJstDQMOCnEGh8HwBPqls3yb3bCXY0kNw1P7CJPRL0r7h5Ouh9gEQOt59zxSf+5W1are6Gv2/6axAwnIuqm7z32PXzht1+I/HzddAEgwafU6ZEynCzXguM56ctwYkkdRcSAk0LsIOCUZ0nd8szLcAp7OPVl+7o1oiXRamqf3EREXRJ3D6fgIlZkWl+ijE+FAadkbQi0IyypS9uR20TUOxzPgemaeGTqETw8+XCk14SH1yT2WtTUIm2s1PvspWxTgAEniooBJ4VYT4YZTmwavizzmobXnBrymTxymWQtmBp7OBFRHCwNyOSAXDxBeE/XISIetTw+6c/XSpfUsYcTEXVZuPkKAD984oeRXlMvqUvqtWjEHk66E2ShpqikTkrp93BiSR1FwICTQvRf/QqFI49ktHm55jcNd2uJ698EIDgZJKFpzETUu9o4Knop2tk1HZ8ysHqwoHRwnafUEVG3hfNQRmTww50/hCe9lq/Rg4BTYufncK1rIY0ZTtKyANflPSdFwoCTIuyJCRh33IGRc8/t9lCSrx5wmslwGsgmr1xDN132cCKizjOjN1JdinZ2TccnDWxZlbz5uR1hhlPS+ggSkTrCeeiszWdhwpjAHU/f0fI1upX0gFPEDKegz16aejjVT5NlwIkiYMBJEZX/ugGQEiPnMeC0bPMCToZjJDLDiSV1RBQLO1oj1aVqK8Np0sBmhRuGA0DVrqI/249shhmrRNQdYcDpvCPPw3B+GN999LstX5PokjrP9e8HovRwctKXhRoe7sGAE0XBgJMiyj/6EfqOOw59Rx3V7aEk37ym4TWnlridZcvxYDkehpLaqJGIelfEk3uWKupRy64nsXe6qnT/JsDfPU9TqQYR9Z6wbGx132q86shX4Se7f4KSWWr+muCUusEktneYd2J1M9XgviFVGU66//thDyeKggEnBdh796J6zz0YOe+8bg9FDYuU1CUtwynxdfNE1LssI96Ak65H2jXdX67BdqXSJ9QB/u55mnbOiaj3hE3Di/kiXnfM62B5Fq5//PqmrwlL6opJ3PysB5xal4+nsWm4Z4QBp/T8zLR0DDgpYOqaa4BMhgGnTrGM4ASmAoBkNg1PdBozEfW2iH0tlipqSd34pL85oHqGk2EbzHAioq6afXjBsauPxclrT8Z3Hv0OpJQNX1O1XPTlMshm4jlgIlaW5n9k0/BFsYcTtYMBp4RzNQ1T37wGw694OQqbN3V7OGqwq/XsJiCZTcPDXSU2DSeijrP0OXNkp0VtGj4+5e+4b1G8hxMznIio2+p9ioK5/3XHvA6PTT+G30z8puFrdCvBvUTDgFNfhAynoGk4A05Ei2PAKeGmr70WnqZhzaV/0u2hqMM26v2bAD+NOGkZTiypI6LY2PGV1Ekp28pwEgI4dCxZ83O7DIcZTkTUXWEWT9jT9NwjzsVo3yi+8eA3Gr/GdFEsJLB/E+CfxgpEWusMx0BGZNCfVXstmo09nKgdDDglmKvpmLzqahRPPw0DJ53Y7eGow67OCTglsaSuUgtL6hK60BNR77L0SGUGSyFrNcDzIl3EPjlpYONIP/pyas9zhs0MJyLqrvknsQ3kBnDBMRfgp0/+FHsqexZ9jW45GExi/yagrabh4RwtRAJLB5eIGU7UDgacEkpKiaeuuALOM89g3dvf3u3hqMU2gFknTdScWuJ2LfT6ySAJXeiJqDdJGQSc4rnIjHoRK6XErY8fxLM3j8Yyjl7CHk5E1G2GbSCfySOfzdcfe/2xr0cGGXzzoW8u/hrLRTGpG5/1Hk7DLZ+axixUyYATtYEBp4SavPJKVG68Eevf/W4Ut23r9nDUMq+krubU6inESVEvqUvqzhIR9SbHBKQbW0ndTMCp+fvv2FfG0+UaXnr8hljG0UvYw4mIum2xoMrGwY04Z+s5+M6j30HZKi98jeUm9zrUil5Sp9t66uZozzAAISAGknV/RN3BgFNCTX7t6xg880ysvuTibg9FPbNK6jzpJbKkLjylbphNw4mok9o4KnopZvpCNL94/9lDExACeMmx62MZRy9hhhMRdVuj0t4/PumPods6vvngwiynKedR7Mp/FhWrshJD7CwzetNwwzYwmE9XLyNP15EppquMkJaOAacE8kwTztNPY2DbqfyHHgfbqJ/AVHNqAJC4gBObhhNRLILTeOI6pS5qhtNPH9yPUzaPYd1wXyzj6BW2Z8PyrNTtnhNRb2mUaXnc6uNw1uaz8LUHv1ZvLB4qZ+9CCTvw9Qe+vqzvXXWqGC+PL+s92hZurkQIJOm2nrpNgaiHexABDDglkr13LwCgsGVLl0eiKMuo9yepuX7AKWkldZrpoJDLIJ/lP3Ei6qA2GqkuRZQMp4lKDb/dU8LLjlc/u6nqVAGk67htIuo9zfoUvfnZb0bJLOHah6+d87iV2wUAuPqBq1EyS0v+3lfvuBrnX3f+ygadrAqQGwCyrTduq04Vg7m0ZTgx4ETR8W40gexxf8LNb2bAKRZ2dWGGU8KahmumgyFmNxFRp1nBDnZsAafWGU4/eWACANLRv8meezIUEVE3VO1qw3nolHWn4PRDTseV919ZL59zPAdefg825E+Gbuv43N2fw1Rtaknfe7wyDtuz8bm7P7fk8bfN0iOvc7qtYyCfrI3p5fIMI9JpskQAA06JZI37x48Wtmzu8kgUNatpeBhwSlqG06RuYWwg3/qJRETtaKOR6mKk6zb+mpTQb78NAJAdXrxvhpQS37h9N47ZMITjNrY+PSjp6gEnZjgRURcZjtE0qPLO57wT0+Y0vnL/VwAAj04+BpGxcdzgS/Gao16Dax++Fi+69kX45B2fbPt7P1N9BgDw410/xo5ndiztB2iXqUXq3wT4v5u09nAiioIBpwSyx8ch+vuRXbu220NR06ym4VXXL2dIWg+nHfvKOO4Q9W/GiGiFLaGkrnrvvdhz+V/g0bPPxkMnnoRHzjgTu994Eaa//W04U/6Otz0xgac/9GFMf/MajL3h9cgfeuii73Xn7ins2FfGJWcckYoehobDDCci6r5GTcNDJ645EeduPRdfe+BrmDAmcPfEvQCALYPH4ENnfAhXvfIqnLv1XFz9wNW478B9bX3vA9UDeM6G52BV3yp8+q5PQ0q5rJ8lEkuPfDhGWk+pEy0O9yAKMeCUQNaePShs2ZyKi+0V53mAU603CUxi0/CSYePJSQMnbRrt9lCISDVhU9gIu7nStrH33f8Hu/7g9TBuuw3F3zkVa97ypxh+2cvgHDyIp973fjx6+hl45PQz8NiLzsL0tddizZ9cio0f/GDD9/zqLbswOpDH7526eEBKNcxwIqJe0KyHU+jt294ORzr4x9/8I+49cB+k249DBrcgl8lh24Zt+MDpH8DagbX4xK8/AU96kb/3M9VnsHVkK972O2/DHU/fgRt237DcH6c1qxIp4ORJz+/hlLYMJzYNpzawyUsC2ePj7N8Ul6BB6/ySuiT1cLp/n9+Y8WQGnIio0yKW1EnPw74r3ovy9ddjzVv+FGv+5M3IDs28RkqJ2m9/C+Ouu2Du3InCli0YOvts9B9zTMP33DNl4L92PI0/ecERKBbScflSz3BiwImIuqhVhhMAbBnegktOvARfvu/LGM6PwK1umdNPdKgwhMu3XY733fI+XPfYdXjts17b8vvano3J2iTWFdfhdce8Dt9+9Nv41B2fwos2vSjeedHSgf6xlk+rH+yQwgwn9nCiqJjhlDBSSlh79iDP/k3xsMOA09ym4Unq4XTfXj/gdNKhDDgRUYfVm4Y3v7g++MUvonz99Vh3+eVYf/nlc4JNACCEwMDv/A7WXHopDv3Yx7D2LW9pGmwCgE/d8DCyGYGLz9i6nJ8gUdg0nIi6LcziiRLguezZl2HT0CZU7DLc2pYFmwO/e9TvYtv6bfjknZ/EhDHR8v0OVg8CANYNrEM2k8UVz78C+439+Ld7/21pP0xUEXs4pTULlT2cqB0MOCWMOzkJaRgobDms20NRU71cxA8whbvLSSqpu29vCZvGBrBqsNDtoRCRasIeTi3KB8o33Ijic5+LNX96WUe+7T3j0/jePfvw5hcegUPHkrMBsFy64/++GXAiom6pOTVIyEjz0EBuAO877X0QEHD1IzHYl53z9YzI4CNnfgSWa+Gjt360ZT+msGH42gG/b+2p60/F7z/r9/HVHV9tuxdUW2oloK91L9TJ2iQAYKQwEt9YeoyUkiV11BYGnBLGHh8HAGY4xeWhH/kf+/3soJqbwJK6vSWW0xFRPCwNyBaAXOOAtmeaMB99FAOnntqRXoNSSnz0Bw9g7VAf3vrio5f9fkmS1t1zIuod7R5e8IJNL8DHt38XrnH0ouXPh48cjref+nbcvOdm/PCJHzZ9rwPGAQB+hlPor7b/FdYNrMP7bnkfTNeM+mNE5zqAPgEMH9LyqU+UngAAHDF6ROfH0aOkaQKeh0yRJXUUDQNOCWON7wEAFLawh1PHTO0Gbv0X4Lo/B/7rr4GjzwGe9XIAyWsaXqra2H3QwMmbGXAiohjYRr3kuBHz4YcBx0H/iSd25Fve9MB+3LV7Cu8655g5/UDSIAw4Jamsm4jUUg3aTbQT+M54fjCiWMgu+vU/Ov6PcMq6U/Dx2z9ez2JazIFqEHAqzgSchgvD+PAZH8bO0k78w13/EHlMkekTgPQiBZx2lnZCQODwkcM7P44e5Rn+upThKXUUEQNOCWPvCTKcNm3q8kgU4TrA1ecDN1wB3P114DmXAH/4TSDvB5iS1sNpR9i/iRlORBSHCEdF13bsAAAMnLT8gJPnSXz6xkdwxNpBXLA9fZm9e7Q9WD+wHrlMugJtRNQ72s1wAgDdcgEAgw0OeMhmsvjomR9Fzak1La0Lg1FrBtbMefzMTWfiwuMuxNcf/DpuHr858rgiKT/lfxxpfRrqztJObBralJiN6U7wdL/UmxlOFBUDTglj7dqF3Pr1yPSnZ2KL1X3fAqaeAC74KvCBg8Dv/iOQzde/XHWqyIos8pl84/foIXfungLAE+qIKCaW3vKEuur99yM7Nobcoa0v1lu5/t59eHh/BX9xzjHIZ9N3ybKrvAtbR7d2exhElGJhwGkgH33z1bAcAECxb/EMJ8AvQ3vHtnfgZ+M/w5fu+9KizzlQPYDV/asXvQ5/1/Z34dhVx+L9t7wf+7R9kcfWUiV4r4gZTkeOHdm5750A9Qwn9nCiiNJ39ZZw1Xt+i/6TT+72MNTgOsAvPglsPBk44feAzMJFsebW0J/r70gfkpXw84cncMrmUaxmw3AiioOltzyhrrbjAfSfeOKy581nNBOf+PFDOG7jMF59cusLf9VIKfFE6YlU9QYhot6zlNMydbN5hlPoohMuwu8e+bv43N2fww92/mDB158xnqk3DJ+vL9uHT571STieg3f87B31cS5bxAwn13Oxu7QbR46mLOCkhyV1zHCiaBhwShBnchLW7t0onvo73R5K8kkJ/M+ngMmdwIv/BmhwY1RzaolpGD6pW7hnfBovPnZ9t4dCRKpqUVLn1WowH3sM/SedtKxvY7se/uwbv8GkbuFTF5yCTCYZQf9OmqxNomJVsHVka7eHQkQpVi+pa6OHU9VyIATQn29+qymEwIfP+DCeu/G5+MAtH8AdT98x5+sHqgfmNAyf74jRI/D3L/p7PDr9KN77y/fC9dzIY2yosg/I5IHi4oGu0F5tLyzPSmHASQPADCeKjgGnBKnecw8AYODUU7s8koSza8B33wzc/HHgxNcCx57X8Kn7jf0Y6xtbwcEt3X8/MgEpgbOPY8CJiGJi602bhs80DD9hWd/m7370IH79xCQ+8b9OTm1PujSefkREvWdJGU6Wi8FCLlKmaz6bx2df/FlsHt6My39+OXZO76x/7UD1QMMMp9ALN78Qf7X9r/CTJ3+CD936IXjSizzOklnCl+79Ep7Wn555sPwUMLwRyDS/TX58+nEA6ZujrSefBADkN7OfMEXDgFOCVO++G8jnO3byTyrZNeCaC4H7vg2c/X7gdV9pmN1kezbu2n8Xtm/cvsKDXJqfP3QAa4cK7N9ERPFp0cPJuPMuAMDAMtap7/92H75yyy5ccsZWvPbU9DUKDz1R9gNO7OFERN20lAwnw3Iw0OCEusWM9o3i8y/9PHKZHC698VI8OvUoPOlhsjo554S6Rt54whvx1lPeiu899j2895fvRcWqNH2+lBIVq4K33PQW/NPd/4TXXvdaXPPQNdhV2gW3sjdy/yYAqevhZD3+ODLDw8ita/3fhQgAeOxJghh3343+E45nw/ClmHgQeOwnwAPXAXvuBF7zOWDbG5u+ZMczO6DbOp5/yPNXaJBL53oS//3IAbzs+A2pLD0hohViGQ0DTm6phINf/jIGtj9nyQ3Dfzs+jfd8515sP3wV3vuq45cz0sTbVdqFvmwfDhlMX/8qIuodS+3hNNhGwAkANg9vxpWvuBKX3XgZ3nTDm/B3L/g7ONJpmeEUeuspb4UQAl/47Rfw66d/jQ+c9gGcteWs+td3lnbiPx78D/z0yZ/Cci0M5AZwsHoQ7z/t/fjhzh/iY7d/DACwzgMuGNiI19cmsbp/dcPvt7O0E2sH1mKkMNLWz5l05mOPo++ooxLT35a6jwGnhJCWhdp992PVG97Q7aEkx/Q4MPEAcO+1wP3f8R8b2Qy89gvAKa1/j7c+dSsEBJ638XkxD3T5btt5EKWqjZcez3I6IopRkwynA//yL3BLJWx873uXdCH6n3eO473fux/rhvrwzxduS+WpdLM9UXoCh48cjoxI9++BiLrLcAxkRAZ92b7or7EcFFs0DF/MUWNH4avnfhVvvvHNeMfP3gEATXs4zSaEwFtPeSteuOmF+MCvPoA//9mf49yt5+KNJ7wRU+YU3v3f74aExAs3vRBjfWPYo+3BFc+/AmcfdjZed8zr8PDkw3ho8iHc8LP34POZp3HVd8/DJSdegtMOOQ2r+ldhVf8q9Gf7MW1OY6o2hQcnH0xd/yYAMB9/HEMveXG3h0EJwoBTQtQeegjSNNm/Kaq7rgKu9xcq5IvAC/8SeN6fAsMbIr/Fbftuw/FrjsdoX++XqF17xzhGB/Ls30RE8ZESsLRFA076bbdj6hv/gbELLkD/8e1lJlUtFx/6/g5ce+c4zjhqDT73h6dizVD0GxtV7SrvwglrltcLi4houQzbQDFXbGsjwbBcDPa1l+EU2jK8BVe98ipcdtNl2FnaifXF9q5tT1p7Eq591bX48v1fxpfu/RJ+vOvHAIDjVx+Pz539OWwYXHgvkBEZ/P/27jw+qvJ+9PjnObMv2TcgCTvIIgiIShUQ11p3rXVrq6299ddebX+1m9qfbf313mtttdXa0ipVW9tr1dvaVmpV3HdxRUB2AgESErIvsy/nuX+cIQRIAoEhM0O+b1/jTM45c+abJ8N853zP8zxnaslUpvoquaShkS2n3sR9dLD448Us/nhxv691zbRrBvfL5bhEezvJ1lZcEyZmOhSRQ6TglCOCb78DgGeOFJwOqGEVPPM9GHcqnPYDKJ8G7sF1dw3FQ6xqWZUTiaQjFOO5NY1cdUI1bsehJXchhDigZAx0cr9Jw7uef56d3/kuznFjKfvWfw5ql4FogiseeIe1DV3ccNoEbjpzMvZh3rMJIJqMUh+o59xx/V/UQgghhkI4ER7UcDqwJg0v9DgO+TUrfBX88Zw/8u8t/+bY0sFf9dRhc/D1477O1VOu5o36N9gV3MVVU6468DxU3Q0AjC+Zzr0zP8fWzq3UB+ppj7TTFmkjmoxS6CqkyF1EoauQmWUzD+XXy1mxGmuidNfECRmOROQSKTjliK5ly/DMmoWjXHqw9Elr2PAMbHkN1j8N3mK47GHwHdy473293/g+CTPBvJHz0hxo+v1zRT2xhMkVJ4zOdChCiKNZLGjdO/2ANdS76Ve/ou2hh/HMmkX1/b/DVnjwV/XUWvP9v61kXUMXS744l7OmHXwP1KPd9q7tmNocdlc/EkJkj7ZIGyuaVtAeaR/UhOEAoWiCysLDm3O2yF3EF6Z94bD2UeAq4Pzx5x/8E7p2Wvf51tx54wrGyedwL9HNqYLTBCk4iYMnBaccEN26lei6dVTcekumQ8lObVvg6Ztgy6vWgVD5NDjnp4dcbNJas2T1Eko9pcypmJPeWNOgtiXI2zWtHFuZz66uKA++uZUZlQVMGzW8Ji0UQgyxnoKTj/CqVTTcfjvRtesovOIKKm65GcPjOehdNXVF+O2rNTyzupEfnDtFik29BGIB7nj3DhRKhtQJITLmtx//lic2PAFYw9EGIxRL4nHk4GFmqofTwVylbjiK1tRgeL3YR0r7iIOXg58Ew0/3smUA5H360xmOJAttXAZPfhXQcO7dMPc6MA5vWNmy2mWsal7FT07+yaAmSDzStNY8/FYtP39uPdGE2bO8It/FzedMyWBkQojhQEcDhJudtC/+F11v/xR7WRmVv76P/LPOOuh9RBNJfvbsBh55p5akqbnyhGq+umD4TbraF6017zW+x13v30VNRw13LrhTzqwLITJmecNyppdMp9JfyfTS6YN6bjCWOOQ5nDKqp4fToV1p9WgXq9mMU65QJwZJCk45oOvZ5/DMno1jxIhMh5Jdlv8OnrsVRsyAKx+FwsMfUra1cyv3fHgPU4qncOGEC9MQZPosfmUzdz+/kTOmlPPtsyezpTmI22Fj0TFlw/5qTkKII0MnEgTffZfu55YReOVFEi2lGL5NlHzlOkq+9jVsfv9B72tHW4j/+POHrG3o4uqTRvPVBeMZV9r3Fe+Gk5qOGv609k+sbFpJTWcNpZ5S7jv9PhZULch0aEKIYWpnYCfburZx8wk3H9KwtlA0eUhXqcu47gZwF4Lj4HvsDifRzTX4PvWpTIchckwOfhIML7Ft24hu2CDD6XpLxuG1n8Hrd8GU8+HS34NzcGPL97WpfRMPrn6Q52qfw2VzcefCO7EdZk+pdHp9YzO/eGEjF80axb1XzEIpxfRR2X/1PCFE7kkGArQ/9hjBN94ksnYtZiCA4fPhm30M/vgW8m/5vxhTzxzUPtfs7ORLf3ifWMLkoWvncsZUGUK324/e+hGbOjYxu3w2V025iosnXZxVvWuFEEeP7V3buf6F6zm16lS+fOyXGeHr+2T28oblAIc0l2k8aRJLmvic1vdoMxIhvGoV8R07cI4Zg+f447Oyh4zWmsDr7xKqK8X4zWLM7m4Szc34TjmFggvORzmde20fWbcOHY/jnj6d8KpVBF56ifDHK9HxOIVXXUnBuefu95xclWhupvXBB0k0NeGaPCnT4YgcIwWnLBd47TUA/KefnuFIsoDW8O4D8Na91hmIWV+AC34FtkN/GyfMBHe8ewd/3fhXPHYP1067li8d+yWK3cVpDPzwbNzVzTcfX8ExFXn89NIZWZmkhRBHh67nnqPhx7djdnbiPvZY8s8/D98pp+BfuBCj9mV47GnIH9zn4zs1rVz/pw/wu+385WufYlJF3hGKPvfUddexqmUVNx1/E9cde12mwxFCHOXeqH+D+kA9T2x4gic2PMGCqgVcMvESFlQtwGHsuarc8p3LKfWUMqFw8JNDh2JJALwuO5H166n/z28R27atZ73nuOMo+Y/r8S9ahDKyo4d+ormZhlu/R+DNVrAZ8OFvUB4PNr+frmeeofm++yi+9loKL78cm99Hx5NP0nDbD0FrlNOJjsXA4cA9dSpmKEjDLbfSfM+9FF9zDe4Zx4JpEqutJdnZRd4Zp+OaOBGwLr4Rra3FWVmJ4cu+Hr9mKET7Y4/Rsvi3mNEoBZdeSuEVV2Q6LJFjpOCU5QKvv4Fz7Fic1dWZDiXz3rgbXv7fMHaBVWiadDYcRvElFA9x6xu38vKOl/nitC9y/YzrKXQf/BWWDkRrPejikNaaHW1hCrwOfE4bG3cF+NIf3sNpM1jyxbm52T1ZCJETAq+/Tv13v4dn+nQqbrsNz4x9LkW9z1XqDkRrzdKVO/neX1cxpsQiWS7RAAAgAElEQVTLI9edyKhCGabQ23O1zwHw6bEyR6MQ4shb1byKcm85f/rMn3hiwxP8q+ZfvLrjVYrdxZw15iwWVi1kbsVc3m18l5NHnXxIJzlDsQQjgy1M/NuD1L78NLbCQirvvRf31CkE3nqLtocepu5/3oBr0kSKrr4a74knEl6xAp1IknfmGYRXr6bjb0/iPuYYCj93GY40T1Adb2ggvHIliZZW3FOOwcjLY8fXvk6ypYnyWZ0U/+ZtKKwCm9VDK/jmW7Q++CBNP/85zffei2vKFCKrVuGbP5+Ciy4ivOIj3DNmknfWmdj8frTWBN94g9aHHqbprrv2e/3me+7BXlGBcjpJ7NqFjsVQHg95py0i/7zz8C1YgJHhnlFtf/kLLff9mmRHBwD+006j4ubv4xw7NqNxidwkR69ZzAyHCb33HoVXDuNK8srH4ZU7rKtF7FgOM6+Ai++Hwzgj0hnt5O4P7ub52ucJJULccuItfH7q59MWciJp8qOla1j68U7mjS9mwaQypozIo6rYS6nficve91A909T8eOka/rzcOguklNWpq8jr4In/+BSjSw5v2KAQQvSn+9VXqf/WTbgmT6L6oQf7nptp5wrr3jNwYV5rzasbm7n3hY2srOtkzuhCHv7SCRR6j46hBen03NbnmFk2k0p/ZaZDEUIMA6uaV3Fc2XFU+iv59vHf5puzv8lb9W/xVM1TLK1ZyhMbnsBhOIib8UMaTgcQWL2WB168C7sBeZ/5DBW33oK9pASA4jFjKLr8crqefZbWP/yBxv/+yV7Pbbz9dgBsxcUEXn6Zlvvvx79wIYWXfw7//PmHPUQtuHw5dTfciBkM7rXcXlbG2EuduMfOgtKxe63zL5iPf8F8wqtX0/XvZwivWEHBJZcw4vYfY7hcFFxw/l7bK6XwL1yIf+FCojU1JJpbAHBWV6FcLrr+/W8ia9ehTRN7WRmuyZMIr1xJ93PL6HrmWYy8PPJOPx3/mWfgnTsXe1ERAKGPVtD++GM4Kkbgnj4N70kn9aw7XDqZJPjOcnQiTmT1J7QsXox33jx88+bhOW6mzNskDosUnLJY6L330LEY/gULMx1KZrRvg39/xyo2JWMw51o47xeHVWyKJ+Pc9OpNrGhawYUTLuTiiRczu3z2YYdqmppfvrCRQDRBTXOANza1cObUCtY1dPHiuqa9th2R72ZcqY8xJV6qijyU+q25Ot6uaWXpyp18/qTRjC72EogmGFHgZuGkMqqLpdgkhEg/Mxik5YEltC5ZgmvqVEYvWdJ3sWnbO7D8tzD7C+Av73NfWmveqWnlvpc3sXxLG9XFHu68dAaXzqnCac+OYRPptKZlDa/seIURvhFU51VTnVdNhbfioOf/29KxhQ3tG7j5hJuPcKRCCAGt4VbqAnVcccyeE9l2w86p1adyavWpxJIxPmj8gNfrX6e2s5ZTq049pNdpefBBHDYH3Uv+zLSTj91vvbLbKbjgAvLPP5/IJ2uIrF2L9/g5aNOk+4UXcIwcRcEF5xPftYuOv/6NjiefJPDqqxgFBfhPOQX39OnWbdpUbPn5A8ai43HMYJD4zp10v/wKrQ88gHPsGEbecQf28nLCH35IZN16ik6fgeOpy2DGN/rdl2fGDDwzZgyqLVwTJuCasPewxOJrr91vu8KLL2bED35AcPm7dD3zDN0vvUTnU08B4Jw4AefoMQReeQXD78cMhyGRAKVwz5iBf/4peOfOxT19OrYCa37XZCBIorEBHYth+Hw4Ro5Ea43Z1YWtqAhlt0oAZiRC97JltPz+98Q21/TEk3/eeYy686coh2O/WIUYLCk4ZbHA62+g3G68J56Q6VCOjEgnbHnN6sqTiELHNkgmwFsM7gL44A+Agi/+Awr7H1KotSacCGM37DgMR5/df7XWrG9bz0OfPMT7je9zx/w7uGDCBWn7Vf6+op7fvLIZj8NGUmv+10XT+eKnxqK1ZldXlHWNXezqjNDUHaW2NUhtS5AX1+2iJRDr2YdS8I3TJ/LtsybLPE1CiCPKjERo+8MfaPvjIyQ7Oym47LOMuO02DLd7/41ba+Af11tXAj3nzv1Wa61ZtqaRe17YxIZd3ZT6nfz3hdO56sTROVto0lqztWsrtZ21xM04o/NG0x3rZkvnFgpdhTQEG7hvxX0kzMRez3MYDir9lT0FqOq8air9lZR5y3Db3JiYdEY7Wde6joc+eQin4eTssWdn6LcUQgwH4TVrSDQ2stbVhC2pmVHWd9HEaXNycuXJnFx58l7LdTJpzVVkP/BhY+OGLeS9+zpvzT6L/zFv+oDbKqXwzDh2r+Hb7smT98RTVUX5Td+i7MYbCLz1Ft3PPkvwvffpeuaZnm0co0fjnjoV14TxOMeNxzl2LOEVK2h/9FHiO3ei4/G9XtM3fz6Vd9+FrdDqqes491zyJ9rgqa+DMw+mXXTA3/FIUQ5HT28qHYsR/uQTQh98SOiD9wmvXkXR1VdT/u2bUA4H4TVrCL71NsE336Tl/gfA/B0ARl4ehtdLYteufXaeGjYBYLfjGDECIy+PeH09ZlcXzokTGHX33Tirq9CxGJ45c1C27Ll4kshtUnDKUpENG+l6fhm+k07CcA3B1WpMc++eQ1pDsBlqXoGdH1mXCM0bAfmjrPk7tGldMtSR6nlj2CGvAlypMw2RDuish3AbtG2FzS9CZ511ZtyTmnB23b8g1j1wXBct7rfYtLp5NT97/2dsat9EKBECrC/7ha5C3HY3DsOB0+YkmozSGGwknAgDcOOsG9NabOqKxLnz2fXMHl3Ik187GQ3YDKtgpJRiRIGbEQV9HMQBkXiS1qBVdCrwOPC75J+kEOLIsc4gv0jTXXcRr6vDf9pplFz/Vbyz++jp2VoDHz8Kb/8G7C74wt/BlceurggfbWtnXWM321qDbGjsZn1jNxPL/dx12UwuOG4Ubkduf1H95Ye/5I9r/jjgNouqFvGTU35COBFmR/cOtndvZ0f3Duq669jRvYOPmj4iGA/2+/y5FXP5ztzvUO7tu8eYEEIMhk4k6HxqKUZ+Hq5x43CMHk37o3+x5hEyTUqBRxU4H7uF7ePH4xo7Fue4cdZcsePGYS8v3+uEZ/fLr9D++GOEP/wIHYvhnDgR9+TJuKZMwX3MZFyTJ2MrKel5Tk1zgLd/8itmAaf/4Mae78KHSzkc5C1aRN6iRQAk2tqIrF1HZI3VOyqyfh3dL7xgHcukeObMIe/sszC8XgyfD1tREb5587CXlVnbNW+0pur46M9Q9x5UHAuffdA66Z0FlNOJd84cvHPmwPVf3W+9d/ZsvLNnU3bjDSS7ugivXk1k7VoSjbswAwGc48biqK5GOZ2Y3QHi9fUohwPD7yexaxfxhgbMQAD35MkUXHIx3hNPzJoJ3MXRR+nd1c6jyNy5c/UHH3yQ6TAGRWtNMvUBGnzzTdofewwjP5/qxb/Bc9xxg99hx3bY9LzVY8hTBN4S8BZZBaFE1Fpf8zLUvATdjRAPWb2KXPmAsgpFsYC1L4cX4mHgYN4rCpQBOrn34vxKKJ0MwRarGBUPwYQzYO6XrQKWYYeiMWBzQrgdIl1g2KB4XJ+v0hhs5Iqnr8BhODh99OlUeCtI6iTBeJDOaCeRZIRYMkY8mQBtMMI3Ei/VBDvGY+gCXHaDhKkxtcZlt+F32Sj0OvG77NgMRV17mMbOMIZSRBMmjZ0RlIJCr5NinwOv005jZ4T2UIy69jAr6zpYesN8ZlQVDP5vJcQQU0p9qLWem+k4MikX88ShMkMhYtu3E3zzTTr++U9im2twjh/PiB/eZs3LYJrW526g0coHO1fA2n9C42oAosdczDOV32R5k4OPtrezqcnKDYaCyiIPlYUeLppVyXkzi/G7vBgqt7+0Pr3laW5941Yunngxl0++HIfNwY7uHXjtXiYUTqAz2kkwHmRW+awBf1etNe3RdhoCDTSHm4kmoxjKIM+ZR7mnnHEF46Q3q8hKkiMs2Zgn3qx/k3s+vIciVxEVvgq8di9F7iJG+kYy5tlVeH77+J6NU71a8s46i+Lrvszvnvkxvp0dnO88ntjWWmK1tehIZM/mXi/OsWNwjR1LMhgk+NrrOKqqME76FN3KQWLTJuzbanB2tPU8J+p001pQTr23mPzOVo7p2EHTvNM59Y+Lh7JZMGMx4tu2Ed2yFcfIEXhmztyzMhGz8lrrJtj+Dmx4FkKt1rriCXDC/4ATvmKdWBFCHJTB5AkpOA0BnUwS27at54PdjERJdnWSbGkh3tBIbPt2YrW1mN2p3j4OB3lnnMGIH97WM8nenp1p2Pa2NZdGZ12ql5EHDIdVyAl3QLQLuhsOHJjdAxNOg+LxVlEp0gHRAKCtIlVBFYyeByNnWwWkwC7oarCKRUpBPALxIKCsOZa6G63XNpPWGYKCKvCVgX8ElEwY1BXlkqZmZ0eY1fWdbG8L4bIpgmYrO0PbaArvYH3wRQLJJo7lh7j0SGJJk2jcpCMcoz0Ux2kzcNoN6tvDxJJ7znjYDIXTZhBJJHEYBiiIJcw+Y3A7DLQGp82gItVDqSNk7T9pavLddmv+JQWfO76ary8a/KVjhcgEOZjIvjxxqHbPTRFvaCDe0EiipZlEczOJhkbijdbN7Ozs2T40YSQvzc/j9bHdFMRDFESD5MXCtNgUu+w2DA0ebVJo+FH2KuoT49nYlkcy4cFnz2NSaTknjalkZEmIVZ0v0x5txWlzUtNRQ32gHrthp9RTSrmnnGJPMYWuQgqcBRS6CylwFfT8vPuxz+HDYXPgMBx9Fm+6Y90kzAQ+hw+nLf2TjocTYd7e+TZNoSa01qxuWc0L215gRukMlpy9ZK/LhAsxXEiOsGRbntjQtoFrnr2GEk8JRe4imkJNhBNhuqJd+EMm992fZNMoxeOnGlS3G5S3JOjwK949MZ8ibwn1gXo+O+mz3DbvNsDq8ZpoaiK2dSux2lqiqfvApi3EOzt5e+5neKT6FBqDew8dLogGmBJqYnK4iapwGyMDLZR3NWMUFFD26TMZ/ZVr+54LcCglota0HeuegnVPW8c4AK4CmHSWdfwzag6UTTmsuWGFGK4GkydyZvyOUuoc4FeADXhQa73/RBJZQGtNsqODeP1OYttqCb7+Ot0vvYwZCOy3rXI4sJeV4BxZRsGiE3FWluIcVYJ3bBGGGYBVS8BMWD19YkHo2gl1H0DndqvH0qg5kIhYvYHMuNVDqXwKuPKgZBJMOd8q/ITaINRincGOBqz9FVRBxXRw+g7yNzOs5xRU9bk2njSJJUyC0QTtoTjheJJQLMH6um7WNnRR2/IOrcEIcXstEd1MxAygjCiGLY7NUFj/2az200miNKOcLSgjArYoyhZEqT2FIZ304um4hmZViN0WwW4z8DgMxpX6mO1xEjdNogmTs6dVUJ7vxjQ1lUUe5k8qJd+99wGEaWoCsQQdwTiheIJ4QjOq0E2xz9nn2WfT1MSSZs4PGRHiaJMreWKwtNYku7rYvGst22pX4N68A+8ntbhXbsHe2rXf9sk8D+EiL4FCF6EZJXT6R1HvTrBs1HZ2FTRTGWtmZluQFsNBjeGj2+XEkXBjC+cRwUHQMIjbwxiqCeXYirPC2q8JbAA21AF1kO/MZ1zBODqiHUwrmcalky4lFA/RHG6mOdRMQ6CBda3renqdHohd2XHYHD3z8cWSMQLxPbnTbtjxOXz47D68Di9eh7fnakrxZNy67/U4qZMoFIYyUMq6N+j1WBk9B2y7FbmKOHvM2Xz3hO9KsUmIo0w25gitNSSTVtFDqf2+dzYGGrn7nZ/S1tFAS3s945JufjH9NorxYkYimOEw8VCQ1qefIp54h6Kbb+KCYmiPdOAwPHhNk0WRdtqjbRQ5RzCn+Cw2N3WTMDVJUwMeusonU++sZq3/ON7La+WT4i4cNsWEMj8nj8xnRlUBE8r8lOW5KPE5KfA6+r3ictp01sGutdC2Zc/ICMNuHQ91N1gntw37nlEVsRBEu61tgy2pHkzampdpyrnWMVHFdCgcA7acOfwV4qiQEz2clFI2YCNwFlAHvA9cpbVe29f2h3JGQieT6FgMHY2SDAQxgwHMYJBEYyOx2i3E6+qI72q0kgIazCQ6EiXZHUDH4mgziRmOYIbC6NieMwGGx0He9FK8VU5c+XEMM4jSYWzOJEasGXWgL+HKSM2X5ANfCYyaDeMXwcwrwZmeK5dprXsSTzxpsq1zB1s76tkV6CQUjxKIJKhtDdHUFSVhJokmkoRiJvFkkoSZIByPWxOnqiSoBMpIgIqjjDjYQrhdEdyuKDFjJwn2nc9CoTDQmPQesuczSin3VFPhK6LMl0++s4gyTwWTiiYwtWQipd4SGYogxCE6Gs9eD0WeOGhmEprXWycDVGqYsTJ6HmsTYm0dRHY2EK6pJbStnmQsSiIWJRKNkgwGobMbIxTBCEexB2LY9umIGXDDqnGKrRWK5gJozle05UOHD5K2/T8bDa05Jxjims4gea5p1FacwdryC8grKGRsiY9CrwOPw4bDZp3p1RqK/U5cdk1nrJPOaCddsa6ee7/Dz/zK+Qfd6yiSiNAR7aAzau2rI9pBR7SDcCK8X8EoloyRMBPYDTsjfSNx2ByE4iGC8SDBeJBQYs/jhJnAaXPiMKxeUrt7SzkMBzZlQ6Mxtdlz6/2z1ppCdyGnjz6dSYWT0GiK3cU5PyRQiMMlOcJyqHli98VsAvEA3R3NhNavJblhM2yrg0jUOt6IxTFa2nFs3YkR3Xtia60Uevf8R6aJcZCHaq+dcB6Lx59FdzRx4I374HYYHDuqgPNmjuTS2VUUeAdRdDeTe0ZZJKLWCfPdt2TcKgppze5jKGJBq0AUC1jFpFjIehxuhx3vWcPferO5rH3YPdacsnaXNbpCayu/Or3WFB3eYmuuWH85VJ0A4xbKUDkhjoCjsYfTicBmrfUWAKXU48BFQL9J4kCeunoBY1e1AGAz2e/L/L5CHk1XHpgKFFZpJGmHsFuT8AMK4iUQdUHAr+nOg/YCTXNxkri9kSQ2TGUjiQ2NExNFUk0gqtwklQ2NgUahMUgqG0nsJJXN2nFvwTCsfhZWP9dnnLtzkqk1pqlJap2aQ0/3rNtdZDQ1ve5NUCaGow3Dsf8ZcwCM1M0O9JoD207fbyS7clDgKqTEU0S+s4BR/qksrFrIMUXHkOfMw+/04zT29CJKmsmeM89CCDFIackT/++y43B3xw+84QAHAArrS7UGlKmwJcEZB3cUvFHwxPbePuKAqMPKL0kDYg7o8kAgT9FdDt0+hc3uJF/n4XMU0lpSQmehD8NI4FGaaqWoVAZoA1fMIM/hYrSriCJPAW6vh8I8HyOK8/CVjreuNOf0MRpYeJBtUuoppdRTepBb981tdzPCPoIRvhGHtR8hhDhEackRj33z0xSsrQP0njyQutepRRqNPQn+MBR37/meHHJByAkJG8Tt0OWFbTMU3R7re6+hNUpj3bAe+02DGREHfmxou0LbFNoG2m6gbQpsoG1gOBXzij/gTNfHOGwGhlIYhsJIHbcopaz7VIQKa4XCmm7CZTdwOWwYAJtTt33tdaI3dTSkU3MAtmyyRl0cDocP3PlQPg3mXgeVc6w5ljxF0itJiByWK/96K4EdvX6uA07qvYFS6nrgeoDRo0cfcIdto320qjY0YBqQsCsSNkXCDhGnQcRpEHTZ6fbYaS6yEXHZMXs+prEKREpZxXql0ChMDJIYmMogiUJjQ6c+3i37HqH0t3z34gR7F5x0z896v+ekkkdPe4DDoXArhaFUT5Kw/m9YJ9pRKKVTQw4UNsOO11bNaO90Kn1jKPcX4He58LvsVBa6sRkKm2FDodBobMqGTdmwG/aem8Nw4LK5cNqcgy4c2QwZoiaEOGRpyRPOGHii+yzsozOl3nf1nv+hUycYtLLyRNJt0J1no8VlJ+6yEXfbifhdhAs9dJfnEy304rC5cdod5Ll95Pny8fmKKPKVUOUu5piSaeS5vOS5ZYiXEEIcogPmCDhwnlBao7Sm5+v97vygwEBhw7pXLkWsUFE3WZEosZEoNjB9Bg5lYFcKp6EYqRRjAIcCGwY2wIE13s+mFTYUjv1eJnVkobCKSgocdhtuu61Xz3+NNQiaPcH1LFf7FI56bZ8YqGdUr6zXe3SMYbPmah13KhRUW9N6ONzWcDfDYd3b7KBse/f4dXit4pLTbz12eGUuJSGOUrlScDogrfUSYAlYXWAPtP2X7+y7h5AQQoij08HkiYuXrhzSmIQQQmSPA+WJK3/9/JDHJIQQuSxXSsn1QHWvn6tSy4QQQgiQPCGEEKJ/kiOEECIDcqXg9D4wSSk1TinlBK4ElmY4JiGEENlD8oQQQoj+SI4QQogMyIkhdVrrhFLqRmAZ1tDmh7XWazIclhBCiCwheUIIIUR/JEcIIURm5ETBCUBr/QzwTKbjEEIIkZ0kTwghhOiP5AghhBh6uTKkTgghhBBCCCGEEELkCCk4CSGEEEIIIYQQQoi0koKTEEIIIYQQQgghhEgrKTgJIYQQQgghhBBCiLSSgpMQQgghhBBCCCGESCspOAkhhBBCCCGEEEKItJKCkxBCCCGEEEIIIYRIKyk4CSGEEEIIIYQQQoi0koKTEEIIIYQQQgghhEgrKTgJIYQQQgghhBBCiLSSgpMQQgghhBBCCCGESCspOAkhhBBCCCGEEEKItJKCkxBCCCGEEEIIIYRIKyk4CSGEEEIIIYQQQoi0UlrrTMeQdkqpZmDbQWxaCrQc4XDSKdfihdyLWeI9siTeI+9gYh6jtS4bimCy1QHyxNH6d88muRYvSMxDIdfihaMz5mGfI2DAPHE0/s2zUa7FnGvxgsQ8VHIt5rQeSxyVBaeDpZT6QGs9N9NxHKxcixdyL2aJ98iSeI+8XIw52+RiG+ZazLkWL0jMQyHX4gWJeTjKxfaTmI+8XIsXJOahkmsxpzteGVInhBBCCCGEEEIIIdJKCk5CCCGEEEIIIYQQIq2Ge8FpSaYDGKRcixdyL2aJ98iSeI+8XIw52+RiG+ZazLkWL0jMQyHX4gWJeTjKxfaTmI+8XIsXJOahkmsxpzXeYT2HkxBCCCGEEEIIIYRIv+Hew0kIIYQQQgghhBBCpNmwLTgppc5RSm1QSm1WSt2S6Xj2pZSqVkq9opRaq5Rao5T6z9Ty25VS9Uqpj1O3czMd625KqVql1OpUXB+klhUrpV5QSm1K3RdlOk4ApdQxvdrwY6VUl1LqW9nWvkqph5VSTUqpT3ot67NNleW+1Ht6lVJqTpbEe5dSan0qpn8opQpTy8cqpcK92vr+LIm33/eAUurWVPtuUEp9OkvifaJXrLVKqY9TyzPevrkm2/MC5GZuAMkPRyjOnMoPA8QsOeLIxyx5Ik2yPU9IjhgakieGNN6szREDxCx5ojet9bC7ATagBhgPOIGVwLRMx7VPjCOBOanHecBGYBpwO/DdTMfXT8y1QOk+y34O3JJ6fAvws0zH2c/7oREYk23tCywE5gCfHKhNgXOBZwEFzAPezZJ4zwbsqcc/6xXv2N7bZVH79vkeSP37Wwm4gHGpzxBbpuPdZ/0vgB9lS/vm0i0X8kIqzpzLDalYJT+kP7acyg8DxCw54gjHvM96yROH3rZZnyckR2TsfSF54sjFm7U5YoCYJU/0ug3XHk4nApu11lu01jHgceCiDMe0F611g9b6o9TjbmAdUJnZqA7JRcAjqcePABdnMJb+nAHUaK23ZTqQfWmtXwfa9lncX5teBPxJW5YDhUqpkUMTqaWveLXWz2utE6kflwNVQxnTQPpp3/5cBDyutY5qrbcCm7E+S4bMQPEqpRRwOfDYUMZ0FMn6vABHVW4AyQ+HJdfyA0iOGAqSJ46orM8TkiMyQvJEmuRajgDJEwdjuBacKoEdvX6uI4s/jJVSY4HZwLupRTemuhU+nE3dSwENPK+U+lApdX1qWYXWuiH1uBGoyExoA7qSvf9RZWv77tZfm+bC+/o6rLMnu41TSq1QSr2mlFqQqaD60Nd7INvbdwGwS2u9qdeybG3fbJTtf9/95FBuAMkPQyWX8wNIjjjSJE8cnlz4G/eQHDFkJE8MnVzJESB5osdwLTjlDKWUH3gS+JbWugv4HTABmAU0YHV5yxbztdZzgM8ANyilFvZeqa1+eVl1WUSllBO4EPhralE2t+9+srFN+6OU+i8gATyaWtQAjNZazwa+DfxFKZWfqfh6yan3QC9XsfcXnmxtX5EGOZYbQPLDkMvGNh2I5IghIXlimJAcMTQkTwydHMoRkGPvg32kPU8M14JTPVDd6+eq1LKsopRyYCWLR7XWfwfQWu/SWie11ibwezLQDa8/Wuv61H0T8A+s2Hbt7o6Zum/KXIR9+gzwkdZ6F2R3+/bSX5tm7ftaKfUl4Hzg86nkRqo7aWvq8YdY45gnZyzIlAHeA9ncvnbgUuCJ3cuytX2zWNb+ffeVa7kBJD8MoZzLDyA5YihInkiLrP4b7yY5YkhJnhgCuZQjQPLEvoZrwel9YJJSalyqMn0lsDTDMe0lNX7yIWCd1vqXvZb3Hkt7CfDJvs/NBKWUTymVt/sx1gRvn2C167Wpza4FnspMhP3aq4qbre27j/7adClwjbLMAzp7dZnNGKXUOcD3gQu11qFey8uUUrbU4/HAJGBLZqLcY4D3wFLgSqWUSyk1Dive94Y6vn6cCazXWtftXpCt7ZvFsj4vQO7lBpD8MMRyKj+A5IghJHni8GV9npAcMeQkTxxhuZYjQPLEfnSGZ3bP1A1rJv6NWFW6/8p0PH3ENx+ri+Mq4OPU7Vzgz8Dq1PKlwMhMx5qKdzzWrPsrgTW72xQoAV4CNgEvAsWZjrVXzD6gFSjotSyr2hcriTUAcaxxvl/pr02xriqxOPWeXg3MzZJ4N2ONV979Pr4/te1nU++Vj4GPgAuyJN5+3wPAf6XadwPwmWyIN7X8j8DX9tk24+2ba7dsz9512rgAAAQFSURBVAupGHMqN6RilvxwZGLMqfwwQMySI45wzKnlkifS075ZnSckRwxp3JInhiberM0RA8QseaLXTaV2JIQQQgghhBBCCCFEWgzXIXVCCCGEEEIIIYQQ4giRgpMQQgghhBBCCCGESCspOAkhhBBCCCGEEEKItJKCkxBCCCGEEEIIIYRIKyk4CSGEEEIIIYQQQoi0koKTGLaUUhVKqb8opbYopT5USr2jlLokQ7EsUkqd3OvnrymlrslELEIIISySJ4QQQgxE8oQQA7NnOgAhMkEppYB/Ao9ora9OLRsDXHgEX9OutU70s3oREADeBtBa33+k4hBCCHFgkieEEEIMRPKEEAemtNaZjkGIIaeUOgP4kdb61D7W2YA7sT60XcBirfUDSqlFwO1AC3As8CHwBa21VkodD/wS8KfWf0lr3aCUehX4GJgPPAZsBG4DnEAr8HnAAywHkkAz8A3gDCCgtb5bKTULuB/wAjXAdVrr9tS+3wVOAwqBr2it30hfKwkhxPAleUIIIcRAJE8IcWAypE4MV9OBj/pZ9xWgU2t9AnAC8FWl1LjUutnAt4BpwHjgFKWUA/g1cJnW+njgYeD/9NqfU2s9V2v9C+BNYJ7WejbwOPB9rXUtVgK4R2s9q48P+T8BN2utZwKrgR/3WmfXWp+YiunHCCGESBfJE0IIIQYieUKIA5AhdUIASqnFWGcNYsA2YKZS6rLU6gJgUmrde1rrutRzPgbGAh1YZyhesHrWYgMaeu3+iV6Pq4AnlFIjsc5KbD1AXAVAodb6tdSiR4C/9trk76n7D1OxCCGEOAIkTwghhBiI5Akh9icFJzFcrQE+u/sHrfUNSqlS4ANgO/ANrfWy3k9IdYGN9lqUxPo3pIA1WutP9fNawV6Pfw38Umu9tFeX2sOxO57dsQghhEgPyRNCCCEGInlCiAOQIXViuHoZcCulvt5rmTd1vwz4eqprK0qpyUop3wD72gCUKaU+ldreoZSa3s+2BUB96vG1vZZ3A3n7bqy17gTalVILUou+CLy273ZCCCHSTvKEEEKIgUieEOIApIIphqXUxHwXA/copb6PNbleELgZq4vpWOCj1NUnmoGLB9hXLNVd9r5Ul1U7cC/WWY993Q78VSnVjpWkdo/l/hfwN6XURViT/PV2LXC/UsoLbAG+PPjfWAghxGBInhBCCDEQyRNCHJhcpU4IIYQQQgghhBBCpJUMqRNCCCGEEEIIIYQQaSUFJyGEEEIIIYQQQgiRVlJwEkIIIYQQQgghhBBpJQUnIYQQQgghhBBCCJFWUnASQgghhBBCCCGEEGklBSchhBBCCCGEEEIIkVZScBJCCCGEEEIIIYQQaSUFJyGEEEIIIYQQQgiRVv8fq3zkejCcTjwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b646f7d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "cores = [1,2,4,8]\n",
    "times = [10,30,60]\n",
    "for i, time in enumerate(times):\n",
    "    for j, core in enumerate(cores):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "            history = pickle.load(f)\n",
    "        plt.title(\"{} Seconds of Training\".format(time))\n",
    "        plt.plot(history['moving_average_rewards_by_generation'], label=\"CPU Cores: {}\".format(core), linewidth=1.5)\n",
    "        plt.xlabel('Generation')\n",
    "        plt.xlim(xmax=180)\n",
    "        plt.ylabel('Moving Average Reward')\n",
    "        plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b644c3eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "cores = [1,2,4,8]\n",
    "times = [10,30,60]\n",
    "for i, time in enumerate(times):\n",
    "    for j, core in enumerate(cores):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        with open('{0}s{1}core.pickle'.format(time, core), 'rb') as f:\n",
    "            history = pickle.load(f)\n",
    "        plt.title(\"{} Seconds of Training\".format(time))\n",
    "        plt.plot(history['generation_times'], label=\"CPU Cores: {}\".format(core), linewidth=1.5)\n",
    "        plt.xlabel('Generation')\n",
    "        plt.xlim(xmax=180)\n",
    "        plt.ylabel('Generation Time (Seconds)')\n",
    "        plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "rl_cpu_power = pd.read_csv('power_results/cpu.csv')\n",
    "rl_gpu_power = pd.read_csv('power_results/gpu.csv')\n",
    "es_power = pd.read_csv('power_results/EScpu.csv')\n",
    "data = {\n",
    "    'ES': es_power,\n",
    "    'RL_CPU': rl_cpu_power,\n",
    "    'RL_GPU': rl_gpu_power,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>threads</th>\n",
       "      <th>training</th>\n",
       "      <th>cpuUsage</th>\n",
       "      <th>watt</th>\n",
       "      <th>A</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>13.8</td>\n",
       "      <td>62.8</td>\n",
       "      <td>0.558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>15.8</td>\n",
       "      <td>62.8</td>\n",
       "      <td>0.558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>17.6</td>\n",
       "      <td>63.5</td>\n",
       "      <td>0.566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>12.6</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0.552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>14.0</td>\n",
       "      <td>62.3</td>\n",
       "      <td>0.558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>16.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>18.6</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>12.7</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0.551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>14.3</td>\n",
       "      <td>62.4</td>\n",
       "      <td>0.557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4</td>\n",
       "      <td>60</td>\n",
       "      <td>16.3</td>\n",
       "      <td>64.3</td>\n",
       "      <td>0.568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>21.0</td>\n",
       "      <td>68.3</td>\n",
       "      <td>0.579</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    threads   training   cpuUsage   watt      A\n",
       "0         1         10       13.0   62.5  0.550\n",
       "1         2         10       13.8   62.8  0.558\n",
       "2         4         10       15.8   62.8  0.558\n",
       "3         8         10       17.6   63.5  0.566\n",
       "4         1         30       12.6   62.0  0.552\n",
       "5         2         30       14.0   62.3  0.558\n",
       "6         4         30       16.0   63.4  0.565\n",
       "7         8         30       18.6   64.0  0.570\n",
       "8         1         30       12.7   62.0  0.551\n",
       "9         2         60       14.3   62.4  0.557\n",
       "10        4         60       16.3   64.3  0.568\n",
       "11        8         60       21.0   68.3  0.579"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rl_cpu_power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "cores = [1,2,4,8]\n",
    "algos = ['ES', 'RL_CPU', 'RL_GPU']\n",
    "metrics = ['cpuUsage', 'watt', 'A']\n",
    "for i, metric in enumerate(metrics):\n",
    "    for j, algo in enumerate(algos):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        dataset = data[algo]\n",
    "        \n",
    "        plt.plot(data[algo])\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
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